{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook from [Forecast Website Traffic Using Facebook's Prophet Library](http://pbpython.com/prophet-overview.html) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: The recommended way to install prophet is to use the following command:\n",
    "\n",
    "conda install -c conda-forge fbprophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from fbprophet import Prophet\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use ggplot style for ascentic reasons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the data file and store as a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day Index</th>\n",
       "      <th>Sessions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Day Index  Sessions\n",
       "0 2014-09-25         1\n",
       "1 2014-09-26         4\n",
       "2 2014-09-27         8\n",
       "3 2014-09-28        42\n",
       "4 2014-09-29       233"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_file = \"https://github.com/chris1610/pbpython/blob/master/data/All-Web-Site-Data-Audience-Overview.xlsx?raw=True\"\n",
    "df = pd.read_excel(data_file)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the data types to make sure the Day Index is a datetime type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Day Index    datetime64[ns]\n",
       "Sessions              int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do a simple plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wEEEQBHH4QkaAiCJx71QSBOEHGQEiesR/ZJEgCD/ICBAEQSQxZASIKEKeAEEkGmQEiOhB\nNoAgEg4yAgRBEEkMGQEietDAMEEkHGQEiChCRoAgEg0yAkT0IBtAEAkHGQGCIIgkhowAEUXIFSCI\nRIOMABE9aGCYIBIOMgIEQRBJDBkBInqQI0AQCQcZASKKkBUgiESDjABBEEQSE9bykldffTXS09Mh\nSRJMJhPWrl2L/v5+1NTUoKenR1teMjs7GwCwbds2NDY2QpIkVFdXo6ysDACwa9cu1NXVwe12o7y8\nHNXV1WCMxe7qiMmFBoYJIuEIywgAwO23347c3Fzt7/r6epSWlmLp0qWor69HfX09Lr30UnR0dKC5\nuRkbNmyAy+XCnXfeiY0bN0KSJGzevBkrV65ESUkJfv3rX6O1tZXWGT6sICNAEInGuMNBLS0tqKys\nBABUVlaipaVF275o0SKkpKSgoKAAhYWFaG9vh8vlwuDgIObOnQvGGBYvXqwdQxAEQUwNYXsCd955\nJyRJwrnnnouqqir09fXBYrEAAPLz89HX1wcAcDqdKCkp0Y6zWq1wOp0wmUyw2WzadpvNBqfTadhW\nQ0MDGhoaAABr166F3W6H2WyG3W6P/ApjQDzIEg8yqOzz/m+1WGGy2MbcN5bE0z2JF1lIjkCSQRaz\nOWzVHp4RuPPOO2G1WtHX14e77roL06dP9/meMRbV2H5VVRWqqqq0v3t7e2G329Hb2xu1NiZCPMgS\nDzL443Q4wDxTFxKKp3sSL7KQHIEkgyx2ux2pqalh7RtWOMhqtQIA8vLysGDBArS3tyMvLw8ulwsA\n4HK5tPECq9UKh8OhHet0OmG1WgO2OxwO7bzE4QKNCRBEohHSCAwNDWFwcFD7vGPHDsyaNQsVFRVo\namoCADQ1NWHBggUAgIqKCjQ3N2NkZATd3d3o7OxEcXExLBYLMjIy0NbWBs45tm/fjoqKihheGkEQ\nBBGKkOGgvr4+3HfffQAAj8eDM844A2VlZZgzZw5qamrQ2NiopYgCQFFRERYuXIjVq1dDkiQsX74c\nkqTYmhUrVmDTpk1wu90oKyujzKDDDXIECCLhYJzHf3L33r17kyKOl2gyqHiuuBAAIN3zEJh16gbc\n4umexIssJEcgySBL1McECIIgiMMTMgJEFIl7p5IgCD/ICBDRg2wAQSQcZAQIgiCSGDICRBQhV4Ag\nEg0yAkT0iP9EM4Ig/CAjQEQPMgIEkXCQESAIgkhiyAgQBEEkMWQEiOhB4SCCSDjICBAEQSQxZASI\nKEKeAEEkGmQEiOhBNoAgEg4yAgRBEEkMGQEietDAMEEkHGQEiChCRoAgEg0yAkT0IBtAEAlHyOUl\nVWRZxo033gir1Yobb7wR/f39qKmpQU9Pj7a8ZHZ2NgBg27ZtaGxshCRJqK6uRllZGQBg165dqKur\ng9vtRnl5Oaqrq8EYi82VEQRBECEJ2xN49tlnMWPGDO3v+vp6lJaWora2FqWlpaivrwcAdHR0oLm5\nGRs2bMCaNWuwZcsWyLIMANi8eTNWrlyJ2tpadHV1obW1NcqXQ0wt5AoQRKIRlhFwOBx4++23sWTJ\nEm1bS0sLKisrAQCVlZVoaWnRti9atAgpKSkoKChAYWEh2tvb4XK5MDg4iLlz54IxhsWLF2vHEIcJ\nNDBMEAlHWOGghx9+GJdeeikGBwe1bX19fbBYLACA/Px89PX1AQCcTidKSkq0/axWK5xOJ0wmE2w2\nm7bdZrPB6XQattfQ0ICGhgYAwNq1a2G322E2m2G3T90i5iLxIEs8yKCyz/u/xWKBeQpliqd7Ei+y\nkByBJIMsZnPYkf7QRuCtt95CXl4eZs+ejffee89wH8ZYVGP7VVVVqKqq0v7u7e2F3W5Hb29v1NqY\nCPEgSzzI4I/L6QLLyJmy9uPpnsSLLCRHIMkgi91uR2pqalj7hjQCH330Ed5880288847cLvdGBwc\nRG1tLfLy8uByuWCxWOByuZCbmwtA6fk7HA7teKfTCavVGrDd4XDAarVGem1EXEPhIIJINEKOCVx8\n8cV48MEHUVdXh2uvvRYnnngifvzjH6OiogJNTU0AgKamJixYsAAAUFFRgebmZoyMjKC7uxudnZ0o\nLi6GxWJBRkYG2trawDnH9u3bUVFREdurIwiCIMYk/MCRH0uXLkVNTQ0aGxu1FFEAKCoqwsKFC7F6\n9WpIkoTly5dDkhRbs2LFCmzatAlutxtlZWUoLy+PzlUQ8QENDBNEwhGRETjhhBNwwgknAABycnJw\n2223Ge63bNkyLFu2LGD7nDlzsH79+nGISSQGZAQIItGgGcNE9CAbQBAJBxkBgiCIJIaMABE9JmFM\ngA/0g7uHY94OQSQLZASIKBJ7IyBfezHkX/0s5u0QRLIw7uygZIW3vo6ex34L2eMBO+sCSN+4eKpF\nSj72fDbVEhDEYQN5AhEiP/EHyH0uoP8A+DNPTLU48QUNDBNEwkFGIFK4PNUSxDFkBQgi0SAjECmk\n5wiCOIwgIxApNCs2OHRvCCLhICMQMaTogkK3hiASjqQ3AnzPZ+DOnggOIE1HEMThQ9KniMp3/AgA\nYNr8j/AOICMwBnRvCCLRSHpPIGLICASH7g1BJBxkBIjoQUaAIBIOMgKRQvMECIKIEL6jBXzo0FSL\nYQgZgUihzi5BEBHAe7og/+ZOyA/dP9WiGEJGIFLIEwgOhYMIIhC3W/m/a8/UyhGEkNlBbrcbt99+\nO0ZHR+HxeHDaaafhoosuQn9/P2pqatDT06MtL5mdnQ0A2LZtGxobGyFJEqqrq1FWVgYA2LVrF+rq\n6uB2u1FeXo7q6mowxmJ7hdGG9BxBEJHgXV43XjuQIT2BlJQU3H777Vi3bh3uvfdetLa2oq2tDfX1\n9SgtLUVtbS1KS0tRX18PAOjo6EBzczM2bNiANWvWYMuWLZBl5eI3b96MlStXora2Fl1dXWhtbY3t\n1cUEsgLBoXtDEAGoHV05QY0AYwzp6ekAAI/HA4/HA8YYWlpaUFlZCQCorKxES0sLAKClpQWLFi1C\nSkoKCgoKUFhYiPb2drhcLgwODmLu3LlgjGHx4sXaMQmFTIouKHRrCCIQzROIzx9IWJPFZFnGDTfc\ngK6uLnz5y19GSUkJ+vr6YLFYAAD5+fno6+sDADidTpSUlGjHWq1WOJ1OmEwm2Gw2bbvNZoPT6TRs\nr6GhAQ0NDQCAtWvXwm63w2w2w263j+8qx2Cf9/9wz93NfHVdLGQKh1jdj/Gg3sO8vDykxlimsZ5X\nPN2TeJGF5AhksmXxeNzohdLj9m83VrKYzeHPAw5rT0mSsG7dOgwMDOC+++7D559/7vM9Yyyqsf2q\nqipUVVVpf/f29sJut6O3tzdqbfgT7rm5n0sXS5nGItb3Yzz07d8PNkkyGV17PN2TeJGF5AhksmXh\nLhcAQPaMBrQbK1nsdjtSU1PD2jei7KCsrCyccMIJaG1tRV5eHlzei3O5XMjNzQWg9PwdDod2jNPp\nhNVqDdjucDhgtVojaT5OiE+XLj6ge0MQAahhoEQdEzhw4AAGBgYAKJlCO3bswIwZM1BRUYGmpiYA\nQFNTExYsWAAAqKioQHNzM0ZGRtDd3Y3Ozk4UFxfDYrEgIyMDbW1t4Jxj+/btqKioiOGlxQgaEwgO\n3RqCCEQ1Aok6JuByuVBXVwdZlsE5x8KFC3HyySdj7ty5qKmpQWNjo5YiCgBFRUVYuHAhVq9eDUmS\nsHz5ckjegZEVK1Zg06ZNcLvdKCsrQ3l5eWyvLibE54MkCCJOiXNPIKQROOqoo3DvvfcGbM/JycFt\nt91meMyyZcuwbNmygO1z5szB+vXrxyFmHEE2YAzo5hBEAOr8gESdJ0D4Q4ouKHHq7hLElKL+LOI0\nlExGIFLi9EESBBGnkCdwmBGnDzIuIE+AIAIhT4AgCCKJ0TwBz9TKEQQyAkTCwMnTGBd855vwrFwK\nPhif9ewPf9TsoNi9v7z9A/BD/eM6lowAET1iraTJCIwL+anHlfTEro6pFiU5UZV/jELJ3OOBfM8N\nkDf+YlzHkxEgoggZgbhEvW+JVrb9sCHGnsDoqPL/ro/GdTgZASJ6xFpHkxEYH2oPVKKf+5TAY+sJ\nwDM6ocPprSASCDIC40IznuQJTAmx7rzIExtwTmojQAONUSbmYwKxPf1hi/Zc6AZOCbH+XXjICIwf\nMgJRJubxoBif/zBFrVkTp7VrDntifd8pHDQByAgkFvS8xocai55gj5GIU8gTmACkVKILhYPiEzUr\nhYzA1BDrKgPkCUwAMgLRJebhBnpe40JVQhMcQCTGSaxfW8G48xF3xIcnuRGgGGlUibURIKM9PrR6\n9mQEpoQo6xn+yYfgzh59g+gJ7P444vMluRGYagEOM8gIxCecwkGxgH/0LuTtz4WxY3TblddeD3nN\nlfoG8bmSJxAh5AlEFR7nRoAfGoDnigshv/zPKAmUINDAcEyQ77sZ/NFNoXeMop7h6jMcHdE3Cp6A\nvP05yM2NEZ0z5Mpivb29qKurw/79+8EYQ1VVFS644AL09/ejpqYGPT092vKS2dnZAIBt27ahsbER\nkiShuroaZWVlAIBdu3ahrq4Obrcb5eXlqK6uBpvSqezUs4wqMQ83TPB59TmVs7z0NHDWV6IgT4Ig\nJ1c4SG5+CezoErDps6ZaFIVoerD9BwK3icb97dfA334NuPCisE8Z0hMwmUz43ve+h5qaGtx99914\n/vnn0dHRgfr6epSWlqK2thalpaWor68HAHR0dKC5uRkbNmzAmjVrsGXLFsjeHuLmzZuxcuVK1NbW\noqurC62trWELGhPitL53wsJl8PYPIL/0dIzOP8Hj1Q5HsoWVvNfLk8QT4Fs3Qr79mslrL5Rxjeb7\ndnC/0G50PLyQRsBisWD27NkAgIyMDMyYMQNOpxMtLS2orKwEAFRWVqKlpQUA0NLSgkWLFiElJQUF\nBQUoLCxEe3s7XC4XBgcHMXfuXDDGsHjxYu2YKSPZlEGskWXI99wA/sTmGDUwwefFvK97soUBKRwU\nW4aGQuwQRT3jcuqf1fj/BJ9ryHCQSHd3N3bv3o3i4mL09fXBYrEAAPLz89HX1wcAcDqdKCkp0Y6x\nWq1wOp0wmUyw2WzadpvNBqfTCSMaGhrQ0NAAAFi7di3sdjvMZjPsdntkVxcCOS0V6hh7uOfe5/d3\ntGUKl1jcj/Gi3pOczCyozmosZJNTU8Z8XqHuyejIEBwATIzF/N7Fy/Mxm82QJAkygJzMTGQkwfuq\nvo/B2ouWLGo71sx0mMY433BODtT+u3+7kcpycPeHUFeFsGZlwpRvxVBWJvr89jObw1ftYe85NDSE\n9evX47LLLkNmZqbPd4yxqMb2q6qqUFVVpf3d29sLu92O3t7eqLUBAPygHl8b77mjLVO4xOJ+TJSD\nB/RXMRayhXpeoe4J36/8FD2jozG/d/HyfOx2uxaOPdi3HwNJ9L4Gay/asjj37gGGR4HBfrB8W8D3\nfH/w30Wksnj2fqF9djz6INiSrwEuV8B+I0NDSPPT08EIKztodHQU69evx5lnnolTTz0VAJCXlweX\nt3GXy4Xc3FwASs/f4XBoxzqdTlit1oDtDocDVqs1LCFjB4WDooJaojhRJoslWzhI5TALB3FZhtzc\nCD6qZ8dMalFI9b0fGoT8ix9BvvGKIKu3RVEm4TfGG5+BvOZK8I5PA3Zz/vzysE8Z0ghwzvHggw9i\nxowZ+NrXvqZtr6ioQFNTEwCgqakJCxYs0LY3NzdjZGQE3d3d6OzsRHFxMSwWCzIyMtDW1gbOObZv\n346KioqwBY0JyaoMoo024Cq8oLH4MU70eWmF1MYnG+/sgOcnF4M7uicmx2SjPp/DLTuo9Q3wrfeD\nP/OEvm0yf9Np6cr/Q4eAni7AMwq+w2CcM5oJKAYdLZ/r9zL6aXvYpwwZDvroo4+wfft2zJo1Cz//\n+c8BAN/97nexdOlS1NTUoLGxUUsRBYCioiIsXLgQq1evhiRJWL58OSSvxVyxYgU2bdoEt9uNsrIy\nlJeXhy1oTPB7OPJzfwNsBZAWnDlFAiUokknpZYovqMcDRBCXDIuJ/pa0Bb/HaQReewk41A/++stg\nXw0/BS9uONyMgPf94v/3Z/AvLwPLyJzcSqmp6cDgIfCBAX1b23vAqZV+O8bWCEyUkL/S4447Dn/+\n858Nv7uTsXrEAAAgAElEQVTtttsMty9btgzLli0L2D5nzhysX78+QhFjie/D4X97RPlARiAytJ5m\nrI3ABH9MEy2fkKWEPNF/cGJyTDre53OYhYO0njgA+eFaSKcshvy/v5/E9tOU/4UF3vmB/YH7RdM7\nkb2/q9GJFY0TSe4ZwzRPICowyaR88DEC0XtJdSb4vLQFv8d5nuwc5f8Bgwk78YyasxFjI8A//Rie\nB+7yidHHFPF927cH8h9/o00InBRSvUbgwx36tiGDMYFoqhlZBtKDDPiaTOM6ZXIbgSQaGOZf7Ib8\nr/+LzcmlQE+Av/nv6Lcz4XCQVwmO0wiw9Azl8ITzBLzEOBwkP3Q/8N//AF0dMW1Hw7+H7ZnkMT6v\nJ8LffEXfZjQwLI6VTTScI8uAOWVMeSIluY1AEk0Wk3/5E/DHfxebk2vZQUJJ20c3gRtNcZ8IE31e\nmicwvh8iV483zACJYyargJzmKfWPvV+08Feow4OT066KZKA+Bw/B8+PvQn7pGX2b+NpO1BBzGUgJ\nYgRUzyRCktsI0HJ70YEFSRENMyzAB/oht7wSeseJugLamMA4n7s2sJxg702UyguEJMtrBKJt/A3g\nBw/49vz3fBb7Nv3fG6P3yLEPGBwAf1KYNS++LxP1VjweX08gM1v/rBqBmUdHdMrkNgJRRn7pacjh\nVBWcQmKRusmCzRMIsy15ywbw398L3r137B2nODsoYdfqVZV/jMNBzGsE+IHAyUvRhHd1QF59KeSX\nn41pOz5tDvRDXrnUtwKt/3uQkanf66xsJaV44x2+KcUTfQayDKSk6n9nCUZA3Z6TB6ngyLBPmdxG\nINqLPTyxGTyc+uJTSSx7sQGewIjxfv6oC2QMD4+930Rl5xMLByWsEVAVT6w9gVSvEopxuIy//Zry\n4YtdY+8XTaO3X5noyv/0W6EBv86E2CvPzAH/cAfw7tvgf/+jvj0Cmbgs+xT945x7jYDgCajjAIwB\nJiUbjxXPw7Tf/S3sdpLbCCRjdlAMBs8074L7veDhZgiFW9hN+NGNy6OZ4GSxaK7QJTc9B88VF05O\nZc/JMgIq7hDGfKKoRiYnP4QckS+wEvxcBtcky77jAmJMXpIA95C+n0qIZ8BlGXLTc+BDg+B/ehDy\nld9Utre/D3nVMuCzdt9wkNom53qqtimy1OwoJ3InGkloBGQPgCADSxM+9zg9AfWHFIliHx0NPkAW\njAmHgyaWXeQjyl+3Kh/cw0oYIZZoxi/GRkBVcLE2Aup1GKVjioy4AW9GVyTw1tcBcyrYiSfpG4MZ\ngfRMfZ6AOC9mxG08QL73cyB3DOO1uw38sU3gj+lhZX5oAPJzf9fvr5EnICJFliqa3J5AjLKD+EiY\nyi8abX3yodKjdDlC7wzEtjc4zoFhfbJZiOchPq9xLKOnL64y3oHhCR4vono/MZlP4YdnksJY6nsf\nKqw3UVSFHMoIROAJ8P1O8I92AgDkul9B3niH7w7DBuWiuexrZMRY/eAhQyMgr7/FuP3BQ+Af/BcY\nHAj88ovdSuqtilloxygjyBSZWicjENHuYe4/NHmparxRyf1XX+CQxLI3OFFPIKRswv0fHYcRiNaY\nwN7PwQcmOFdANXwx7jBwWdavdxyTuLizB/JDNeDhGF3VoMXaE1CNzGCI39nIMLh7GHx/6Alk8t0/\nhXzfGt8F3EWEa+KcK0s4Dg4ENwKH+sP/TQLgj/8O8oZbwXe1BX7nN+eGCR4HE43AOMNBZAQi2j9M\n5RGqhzKF8Nf/FYOTBukhR+oJhHoe4tfjUZ7RyNFWPz4+wfIE6gS78Xg0kSA+E/dwxGMQ/K8Pg7/2\nL/DW/4Te1/u8eayNgHr+UF6U2w15/S2Qf34Z5DeaIL+wDQAw8vH74O+947uvd+AXn35seCoueDfy\nD78BvvV+wNkb3AgAwL49IS9l8F//hPziU+BtisHg77wW2LZ/+muwcQjt+8jCQck9JhBBj5APD4M3\nhblA+aROWonQm3lyC1D1jRiJIithDq3nGaknEMHA8Csvgn3jkgjli9JkMwD80EQ9Ae8173cCEaTz\nRYyYXfLWq+CuXphuWhf+8WqvMhzFrj7vzi/Ad74JVhqbKsHhGhne9E9g10fK5z94a5ad9004r18B\nAJAe+IvSY3/nNWWiW/9B8A/13rv8Qj2QZ1GU6vtBlsIVFX84Y1TTCn3+PFB7p+/3BmWh8bk3Cyo9\nQ4kyBDMCmidARiB8ItAJ/OnHwZ/fFt7OsY6JxhuiJyAxQNU7EY8JhB8O4s88CX7+t8HSIpglOeEC\ndIJ8Ex1b8V6zvO4mmDb/Y2LnGgMu+z2DXR+Bezxg4SoKVcmEZQS8bXV+Abn2l5Ae3BZ+O5HgL8vR\nJYY9eL79+YBt8tN62WX+14eUfcRyJ0LaKf/LQ6FlEZQwS0kNrVKKjtHPH66eUMcjNCMg3FPDMQEa\nGA6fSGLDRgNDwZisAloiUVzZLXIEIyDGI8P2BJSXVv79OvCxQmn+SjzSYmETXo9AaH/CRmCSfnpG\n3tXB/ZCf+hPk/2wPfbxqZEfCUFj+4RlnD/hnn0BuiLKR8zcCEWSJ8X+/oH9+753A+/PFp+GdSH3P\nfTwBcRJXTuAxeRafMCZ/I8LQbJo39CR6AmJ2kPr7oDGBCBB+0yEHff3jfWPhmbzsoLjCbzZj2NUk\nVQN2sA+8KbD3pp/Q7xlFOi4wYU8gdJVU3tUBz6plGO0MUURN+CHHdDUsI2O136l4UpvvAx9xKzHp\nYL1SdRAyxAQwzjngNxDKtz0K+a7rwJ/8A/joKPh+B/j77wQ5g3DciBu87T3fbQMH4bniQsivvGhg\nBCL4bYolLXq6Ar8PN5TrTfNkqUHCQUZGICXVdwzoYJDyGqlBrkc1yMHCQd5zswjTYpPcCAg/6lDx\n6CDFmQx/wCGUn9z0HDw/vyyEcGESD0XwVBH8ZzOG6wmIXsxYmVX+lxpphlA0KjiqBPEE+KsvAaOj\nGH71pbHPJTpuMaxKajgQLGTA8Ianwf+8BfzZvxifYMT7LvcfAB86BO6X9shlD+S/PwLe+EzAobxF\nz2qR9zsgr70Bcs3t4F17wHcrWTBy80uQ//IQ+H4n5H/+FdzjUZZNXHcT+H+FVbq8dfr5U38Kzwjk\nWYJczwQG4sVzqopWbNtsYBCyc/VtqWm+7funsKoF+DKEmcdiaCfV2+sPYQQinXeS5GMCoisQQkEE\n620YLZ4SwgioE0G47NFr8R8O+Nc1CdcTEF/qMXtiflYg0hmhYYSD+OAhQJLAjCbhhLNegjquEcol\nF8NB/X1ATm7wfSeCgRHgn32if259Xfl/7+fgn7WD79sL6ZTF+s6qwj14APKW+4HW1yGt26opN/7m\nK+D/DF2iYOCvfwS8NXTku64DhocgrX8EfOtG5Tyv/Qs42Kcoul5lP/5BK/j774AtPl/3rvc7Aavd\n59zMnKK8GZKkP6OsHKDPr4aR2BPPzNYneamxdqtdyfgJRkamfk6tXIOokEWDIBgB1ftITfP1Xv07\nMTn5SodAfPfyrLrRTjdoUxwTU38PEXoCIY3Apk2b8PbbbyMvL09bFay/vx81NTXo6enRlpbMzlas\n17Zt29DY2AhJklBdXY2ysjIAwK5du1BXVwe3243y8nJUV1eDTWkcG75GYJyeADyjAUaAe0YR1pV5\nPBGnc8UlWqniUd8p7WF7AsJLPaYn4B8OitQTCO01yT/5LpCVA1PNYwbtC+9IsHdXVbqhVlUT0013\ntADmFDC/zJGoYDDYzj/5UP9DDVvtd0C+a7XyfflC8KceAw7s1zJx+ME+oO1d5fPOt7zzU3jgM7EV\naMpeZFBMqvCOr8lrb9C3HexTzr3tUaBknvK57V3gi93gjc9AWnm9vu+hAd/VtdSOh9msK8JsIRzD\nmCKndZqetpmeLhiBTOW9y8wJNAK5+ZoXgowsfbuqaCXhPRC9YPWz2CtPTfUNAfl3YjK95xd1TXau\nbgRU4yB4Byw1Te8aqb+HtCiHg8466yzcfPPNPtvq6+tRWlqK2tpalJaWor6+HgDQ0dGB5uZmbNiw\nAWvWrMGWLVsge5Xr5s2bsXLlStTW1qKrqwutrUFSriaTSIxAME9A7O2qyizcHvBUDCDHEO7s8XVf\nw64dJPyQxhyA91sT+k+/BT9kMMMy6OFCdlGwgV3OldCHUZhNNCLBjLf3mlkoT0CIwfO/Pgz5tqsj\nyuHn+/aCezNi+Ltv+fTuffYzese8yhyAPkPVpSs/vv058Oe3Kb3zt5qVjZ1f6Md8uAPo2K2kM/qP\nFQRZ2MRcPC9wY7CY/LtvK5+FPHsupmgODfoWa1MVrkkspyAowjxroGzq94zpSjdd+F5VyGI7Yg9b\n/Sx2YFIMPAEfI5AGjI5AfuQ3kLdsCOzEqPuKHQjheGYUDhKvc2R8nkBII3D88cdrvXyVlpYWVFYq\niylXVlaipaVF275o0SKkpKSgoKAAhYWFaG9vh8vlwuDgIObOnQvGGBYvXqwdM154Z4cySDShkwiK\nP9SswqA9P6G3q/YKwu0BHwZGgB/sA1d7VHu/8DWs4wgHjTkz1Xtqps5z6O4E//sjEQgrPO9Q2S6h\n1or99GN4brg8cB/NEwjh4fnPDRgdUWrRq031dAVOaBKQb7kS8t0/BW99A/LGX0Cuu9twv1H/Spu5\n+cbjSOL1ip6CirenDgD8i936dv8Ztqqi9fOceSTZdSpCT5l/7DtQ7KPQRU/Ai084T1WkopLXvme6\nEfE5xmsExN694Alog6+iQjYbGAFxKciUVKDPCf7Ki+Cvv6z/btRzqucXjYCo0NVwk2h41HGKnLzJ\nHRPo6+uDxaI0np+fj74+5QVxOp0oKSnR9rNarXA6nTCZTLDZbNp2m80GpzO40m1oaEBDQwMAYO3a\ntbDb7TCbzbDb9Vjgvqu+DYy4YV/63fFcAgDA3ZUDNWoo37pK22632+FxOeD+73+QcdZXAACHMjNg\nNHxnzc2FySvXPiYB8CA7Ix2ZdrvB3l7Z1WPzcmCyBt9vLNT7sT8tFcMAcnJykBFGmwB87uNE2XfF\nhcoHyQQMD4Id7NP665kpKcgOo6396elQVXJaairygxwzctAJJ4CsGUVQfz6mTz+Gzbu//zviz1BW\nFlRVZsvOhpRv9fmeezxQAxn5EkeK37n609Ph43c4e2FNTYGUm6dt6jObMQTAlJo2piwOsxlyngWy\nELfO/KAVUvceZJz1FXT/9PvgB/Zj2mMv6CUqJAn9f/odsr93FdR+u3n7c3ADgKsX+cMDGP18N9JO\nq8Tgs3/FaGcHPJlZgCRBshVA7ulCask8uN8KnJUqGgap8wt4ALDcfOOF00WvwI/U7By4AUj5Vsjd\nnfrp/ePzIiZT6JTbLt/Zt+asHIx6PYmMnFwcAiBlZEL2Gqu03FyoZiclJxcjnUBqTh5Us5KSnYMR\nAGCAOS0NowDScvO099Ccm4dRRzfM6RlQuzLp+RbtnOl5FgwCyMjMhOoLZVutmo5Iy8rCMIB0i1U/\nJicXQ4JhM+39HB4hrJVutWMQQGpGpian2KZ6nRnZ2VqblmkFcADIWHg25EMHMfzKS7BPnwFzqHCk\neC/D3jMIjLGox/arqqpQVVWl/d3b2wu73Y7eXiFe57V6PT09WvvyS0+DnXgy2BHTw2qHu4wNUW9v\nLzx3rQY+a0f/rBKw3HzIB4wzOJzd3WDw9vq8nkD//v041DvGAJN6bE8PmDy+e6feD3lYuQ8H+/ow\nEEabAHzvYwjkF7aBnXAy2IxZY+9otQO9+3yUxqGDBzAURlueEd1jGB4eDiofdyqKZEDYf7S7S9s/\n4B3xv5YDejzWsa8LbNQ3BChmvuz/dDdYjq+RkAf6lV7a/FO0MImjtQXs+DJhH8VMyLJsKAsfGgQ+\na4c8NOh15XXl2P/Yg8r/klm7jz2XnqcfPOMoYM9nGHrnDW2Te+db+jVdo3SIpJvXQ35oIyDLMM08\nGkhJg3qlI2LIRIx3C3i8s1Z5eobyfVYOoBoi/zRHwGeQ1a3O+RDj5wBk/3bEQdhci084CoBvzN9k\nDggtjgpjT4Pe90EWtg2LTp83NDcihPDUbeDAqLfAnlsYyRv1hl7EVoeF44e8sg0O6/eif0j3Lt3e\ncw4z/ZhhPwfM4+qFlJMH2Vv8UVX2bsEgi8er1zkohBL3Z2RD+tndGJ4zDwCH9M0fwOFwwG63IzVY\nqqkf40oRzcvLg8ulvLwulwu5uUqmgNVqhcOhV7N0Op2wWq0B2x0OB6xW3x/YuPG+HHx0BPyJzZDv\nuSHEAQJjjQOotUS08sFBeioegzGBMGPh4hT1CeOVk3MO+d8vhFfwKwR8ZAT8L1sh33N96J2t0wKP\nb3vXuCfph08novUNrcaLgUTKf+LLPTgA/lk75IantOX/eNce41i4GM5xD0NueQXyY5v0qq+Cey6u\njsU51xf0YBKYoEi5v/LS3ke9fXVxE37wAOQf/T/I961RKkMGcdvlmtuNL1+tITNWrxoAf6dZe7c9\nHZ8qIQ31XRfbVNMXLUE8FlWRi2mORqmXwupWWhgm1Exu0UiIMqnKWZTJfkTg8WJox2wwcUtsX90u\nhHs0ORn0kI4YX9dCM4LRFEM76nYhHMTE0JH6TmeI4Ry/e+J2g4n3Vj2nOJ4kHq+OtzFJGYA/Yoby\n57GlYGYzmDkFbKwy1UEYlxGoqKhAU1MTAKCpqQkLFizQtjc3N2NkZATd3d3o7OxEcXExLBYLMjIy\n0NbWBs45tm/fjoqKKNUVUX9sqjtpVIo1GOEUFAtVflhUNlJkA8P84Y1h7RcW6vXvfBP8jw/4rmY0\nXtTZu2FURWX5eriPnVKpKI5dH0H+5U9Ct+M345P/ZatSpdEftYfkN0gvP/Zb8Ce3wL3jTcUg3LoK\nfOtGpTyvGLMWB3ZdveCb14E3PQd87h1UFd+dd9+G/EK9ssjHzT8Ef+h+pX1J8o3ZOnxj4trgrmdU\nmSB1aADyym9CfvYvgP/ymZmCIjQwopFO/9dk8J+jIBpNMcasDnoGUxyqchYzbUSZ1c+iEjdKncz0\n9QoC5BCPVw2KuC3DL64utgPo90l8LqLCVZWruE1ckctAJpZpYAREhay2JR6fKxhIdbvR2IWAlJMX\n+L1470TDI3gi0q83Q7ozOkvZhgwH3X///Xj//fdx8OBBXHnllbjooouwdOlS1NTUoLGxUUsRBYCi\noiIsXLgQq1evhiRJWL58OSSvYlyxYgU2bdoEt9uNsrIylJeXR+UCIPzoFCIIrwSb8NO7Tz+Pet5w\njIB6zOio0iv9cAcwb/7kpMKqBs3bqw1aEhdKzzYsmVSlGE4aq6hoJKb/ML29Vn7wAJCe4dtb0gUK\n3LT1fmDROX4blf9Yql+NFq8S93Tt0Wa+8o/fA7/taqDPBXbpKvAX6sFOX6Kf6vUmrV3+r/+DvNbX\n2+FvvgK8+QpY4QwlzNW7D6zy/EAj0OU3M9ibFMCHhyH/9HvAMXOVv7c9CvyP70Ayy87Vr2NaYeAg\nq5gjbp2mfE5L1zOo1GJ9aRmKIVXz0f29L3MqpEtWQn7kN8BMvXaNpnDFdWoLpuvGSlVgYoaMTw8+\nS0nXTDcwAiJZOcp+6jGDA35K3i/18sB+33Oq+6akKu/ViDIwq907tedstOIWhHkEPr16VaEzwRMQ\njIR6zaIhFuXU3gHhTRQVurafsUyabOK91/YVzmnkLXI5qjolpBG49tprDbffdttthtuXLVuGZcuW\nBWyfM2eONs8gqqjZOaoyjuTmBFHs8u/X6bYklBEQs4PUfTwj4K82gP/xAcUILFoC6bSzwhfrn38F\nO6EcbNacsI/R2lZfpLEmUvnn8wdDTf+TwnAY3W49Xswk3+qV+x2Qf14NzD8FpmsMFtUIeyav98fh\nb5TU0Ed3p556KaY8Plqn/C/MYOWv6Z4Gf6MpeIt7Ptc/v9WsvF/CveNt74F3dQAH9oPNPVGLl/c/\n8oCyg5Dhw/0XRhdCAZpByLPo4Z7sHN0IqPnieRZAHXC12pWc/JQURan1+5UhSMtQUi5TU8GOL4fp\nnofAd7dpKoZlZoEDYJnZutrJydWMgKo8WVaO/r2qlBgzzoVXjYBo2LNy9HTQnDxgcAAsTVfiLCNT\nP7+qKMVzqgo7LU1/r9IMwiSicfbpgZt99/M/Xuu1i15SVsB1qPcLgL5Qjxi6Ec+vHudjBAw8AfU6\nJUnfV7x3oky93vQOi+51R4PELxvhHw6KhGDhIHFa+mgEnoB6vtFRvbjZB/8F37IhuAiv/UuLZQPe\n+PPf/wj5zut89uPOXshbNwZftUz2m6Q01phAuPdKMALy89uU2i1ByiFwsXcnMV8j8LK3BLe4OpKP\n7Ab3lkmBufrq36KhFz67334N/NP2oJcDNbVx1mzD4zXEH6vY0+8/EOgJ9Dkh33oV5HXeuTRjVdv0\nz4s3yjvPE8bKsgzCMOI2tedpTtGVnnhONWspWLljo9IH4vnV+yCEg5ionL1hC59aNZryFZ6dGE5S\nZ0aLvWKxh+3dLp5TS500pejPS2wzhCdgGGsXxxSMQjfq/RbfTTFkpw6UZ+WAVV0IdnqVfh7GwL1j\niswmHBPkOqUf3w7p7t/pxkqAiQrfe83s6JKA/SZC4huBgHBQcPhn7fDcfo1WqTKsyTlqzn+kRiAj\n23h/f5keqlHi0ipBrkN+8g/gzS8B777l+4U2W9dvCUH/uQq2AmOZxVO1vg7eoeeA8w93KB+Gh7Q1\ncfljdeCH+iE3/EMb8ATgXSvX+5IzycfAcqFapdEkLG5UzoHLkGt/obTDOfiez8G11ERBcQs/zNHP\nPgH8C5TlB/aaWOFM5UNGpu8PU8WinzNgQQ8m6crEaBZ5MOOr3v+MTL3HKCod9VyiwhUVsqqoxW2i\nclWPF5+zaiRExe9T38Z7jJhfL4YnVI8ryygcxITBz7HDQczQcBlPiNK2G40ZSJIeLw8xJuAzT0D1\nZH08AWFg2Oic6v0U33GbsRGQ/t8KSJf9GMi3AkcWQfrRrfqs6WnCfBCDMQmWngFWejKY/Qh9spvo\neQuZjuxb34f0k9sjixCEQeLXDorAE5D/9oiy0HP7h8CJJ2HsWjJ6fB9A8H1Fpa0q4OEh354GlBmP\n7Pgy45mo+/XMqaATzdR2gkW71JdVDU/5ewyiERs6BJ6RoVzb6IgSDpBlyHW/AgCtvj3/vz8HtpNn\nhXzbNUCfE+zoYn27e1jvPUmS730Re8A73oTsHgY79kTlPjEWaGBz8pTJSe++Df7u20p8XpzAJPbe\n7UcoPzjvoiAA9FowqalKGGW/w7ecgTahKV05l9+kHWTn6BMr9nrDQWr8XfQE7Efo38PbqRAnRR0x\nQ5/1mp2rtJ+Wrofq0tLALl4J7P5Yl0nslWcH9spZth6a0cI0skdXHBa7nkWkhpuMCpsJ5/RRyD7V\nL9VsLDFWrhp6GIdRjEoWCOdkOXnKWU1BjIBqeIzGBCTJuE21eqYY1ppxlP69quTFNtXjU9O10CHL\nzdeP97bDsoRxm8wcTQ7ufYZidg9LSYXpl0roUfre1ZD/8b+A/Qiwb1wMWKb5rjegeQLCdXoz0pjt\nCH0/0SNKzwROPBnRJnGNgPqjVJVNKCUpos7s9YQRiw41JuB9AZW1XL0DjQMHwfx69HLNbYpyNTJW\n4rlHgng0mvEIcoGyDPmNJj3u7N8jlT3apBz5xhVgZ5yrlB3o+FSRq1dX1Fp4ShwkVBHqwvB/CzO2\nh4eUnhCg/IDU6xQVIQD5AWUlJU0RyB5lURCRPKvPDNWAGayiEVB7pkWzgQ/+q3zOtyqTi0wpujFW\n4+eArgBMQq/+2FK9FLKYtqfex8IZyiSpwUP6MVa7jxHAoQHfTKq8fP3aVUWYlqEbq9R0SIu/DJwt\nLHYi9lYzBeWp1ogRB2lVOWVZV1p5uiLTxhmC1bcxGhcSe/1qRyLNoFcO6MrVvz4OoLyv6m/Ux3tR\nDVMwI2BwznQDIyB6CmrI7sgiSFfdrEyuE5WrtuKWFLit4EiwwpngPV2AWNpCHZexWIE5xwGffKik\nYX7jYrCyU4GMbHCLDZg3H0awE0+Gyauw2de+o9ySHYFVEpjYWVTDPcXHgZWeBN6nDJCzUyrBKr9s\n2E40SFwjoK5gpSrb0TCyg1Tlpr68Y6WIMj9PIIgR4MPDSovi9/0Hgitzo3CPeGwwT0AL+3iCbteW\n0AMCq3HK3iwSb6+XCyU3uCzrMzLNKZB/u1bpPfvHy8XeNuC7XvHwkDBoKOlyzTwq+Fqr6r3Y3QYc\nVQw2vUipV5NvUWrTAEo2ixCiUs4PJT2uz6UMwANgFrvee8rzGgGzWXe7cy2GvSvtlLmi8sxBgL9m\nsStGQIj5+wyYAsq9FQZnWY5wzixvLzU11TgGrYUfgsTS1dBNqkEGiyxDe+/FMQU1/i6eU/QK1HP5\nD+J64V4Dx2YcJQwMq54A042LoHBZijcTJydf/40aha3E36mYQqoaASNPgEna9yw9Xb+3Z5wH3vIK\n2IIzwfKtYIBWU4qdsliLzyNHT4Vl1mnKe3P2Bcpx374MTPDC2EkLwZ96HOyMc8GWfk/TFZJXoQNQ\nvLhIUM8vzi0Qe/qLz1cmus4rUybhqtuv+Glk7URI4o4J+CvpcOL7/qGYYL17o/o3wQyGqmzF7/tc\nwWvdG8XjgxgBLvYq1QlHfjVYtPCSv3z+hdVG3L69PLEndrBP/6GYTEDr68pyfQMHgLkn6vvl+U3w\nk2XgKG9IyD2sD+AxpvUemXhM8fEIiiRBVQxMTLUzzGFnYIUzwY4t1ZWFOGFJbdOcovdixRIRohFQ\n7584CSorV5BJPafw/T6vdzTddxY1f7XB990RZVeVq2TS9J/P0pjqZzHsKD4vtQcv9uRV5Sp6xKKc\naq9bPKd4vOaRCOmUVn1MgZ33TeXDUXoMmomeiOYJCPdzXjnYsu9DunSV/r3R2IYgExPHZbT4vDhw\nLHgC6nWKhdWOmgPT/X8CE54xy8yCdMcDYNXXatfJCmfqz2x6EaQH/gxp0RKwlFTt+bJvfg/Stb8A\nO5a8Vx8AAByaSURBVLIIpt/XK++Z2QwWrIpwJKQIA9Te90QMBzGTCez48kmvrpy4RkD9gfqHg8ZE\nKHkMBFfsnOsdFU/gwHDOqhsgeWN//N8vKrNLxayQ3n3gf33Y4LTceNUxHsQTUFPCVJmAwCqb6jX4\nX4tgQDjninyichWNUXenXkBPPH//QWXASkVVMGL2jDpY5jcmwC6qVvLyZx+r76sq36OEsQQVSdIW\n4RYrg7I8AyMg/khUWUTFnu+V02zW5yUYVoNk+n0VJ/qoylXcJirXmUq8mZ20yEcs7r9IuI8R8LYv\nSfq9N8gWEZ8/U9uff4p+zSmCMlKVq8ejK5UTTwr8XvQ4vCEgtuz7wJHeGaenngVWfS3YxVf6pB9K\nC8+GafM/lB7y/FOUf5nCwLD6yWcmbhqkr3wbLCcP7NuXAdNngYnZWGoISnzPxHesR0l/Fctqawo4\nM0s3XNOFmH8Q2IxZYGYzpEtXgX15GXDUHEg/+xVyf3wrWHau4ZoR0gX/A3ZClOYw+VM4EzhmLtgl\nVwpGwLjq6mSSuOEg70vIHT3KJ9UTcA8rE3uEF4uPjChKSnWL1VhnMO9BTNkcGQkI96SfciYGRrzH\nduyGvOnXkK74mfJ34YyAYlcabjcwqhzHFpyp562LBkxUzr37gJlHewVRjYBfmEc1Pt2BZXn50CD4\ntkeVHp0s+8a6xcu990bguC8ZyywYDi2kkpkNePoAj0ff5h7We2eyDGnx+cDi88F3vqmHEtTenVHp\nAUkCKzsV/B+Pg80rA1fTSVVFak4xDpWpBkNUuKonYDILMWSjCpLQDbBobFTlnGfRB+0FmVnVhWCn\nLPaZJQ1ASQtWQxaeUd+4dqZgBNR3ScgcYQVHKuEJWwH4kUVK6CkzC9ItNcCMWeCP/MYrm9BztCkh\nDWRkQVq+GvzTNrACoW6WN/THhIwhxpg+8M85WOkCsKxsTVFzNb7u54GZrrlF6Uxo4zNc8a4+g/Ek\nKQDSkq8DS74O7n1u7NRKsOJ5+nyI0gplVvoRM8DO+grY6VXgbzSBd+3x6TyopUdYwXTwXAvQ+roS\n9qn+Cdjs4wzbFmGFMxWDBAA5ucg4+yth19mKJiw7F6ab7wMAeB7/HQBAClayYxJJXCPgdRv5QzXA\nwrN9FKl80xWQflcPJkngO9+C/OyfgfYPtB4oH3EHxvFFUlL0UsMGA8MsPQNsVAi3dO3Re96FM4Mb\ngU8+0Hq7KJoNeI0A/2K3PotXDAd98qEy8/Wjd3UFOjQI+dm/YOS0xYD1COCAdzGOt14NaI7XP6Ys\n++ed+eszQ9UfNR1URc2mEXvYmiJk+viCqiw415Wn2MsTe4mpShyX5Vt9szj2fAZIJrCiYyBt/F8g\nJQX8id8r36u94cwsfSas4Alw7wCylnUC+NRl10JqgiegxfKzc4EuJe2UHVkkjBkY5NwLYS0mmQxT\nT7HfqchpNishwVSDXrtogMTwRfHxkK77JTDjKLDRUfBnngCKjtHi1OpgPZt9LHhOnlc2b/js+DKw\nwhnK7GZVbkkCm6MoXLbgzEBZoRgEn5AToA96G9T/Z4yBew0KW3w+WOVXwMtOBUpOAGYeA1ZxunE7\n5hRMe+wFOA4NgjEG6Y7fAPZCSELIh13ireJbNBvs69/xjc8f9yVwkwnsvKVg02dpvxFp0RIkLN7O\nm3nGUcDwxOt8TYTENQL+s1j9w0FDh8CHhiDX/kLf9pl3IpHqCRiFg+xHeB/QGAPDqWmAWFR44KA2\nsYrNmw/eqld5ZBf8j7Z+q1xzG6SbvYO3WUIo4JMPId96FaQf/MgnpsyfE5bt8yoU3voGsOczOLc9\nCun3T/lm0fjBX3pa+f817wCuwRKGrOob4A1PBR4spjSqqEaACWUhMjJhLp4Hz5nnacsC+vSqfRby\nUHPhBTmOmK4YAW+PnPnXmVH3zcxWnsvQoI8RkCrPh9z6BlByPFLmnoCRtvfAZh6jKL9zvqbNBmaz\nj1U6CxlZ2jwR2Av0ukFCD1qdzcqsdvB8K7BfSYflQGAmk8iB/cC0QkirbkLa640YPuEk8FlzlGfk\nHYNhmdlgN60D3/s5mN87LFYjZT/4ke9337kCmH8K2KzZkO59SNloMoN9/xqlVpOAdNeDQGYWWEoq\nCv72ChxjlG33h00rhHTVzYAgi8/3Fhuk3/5dMTKSpFWXNd0+dh0sKSsbbFDpHLAZwUM5zGTyDd15\nZTI9KBQVHGdNpbii/DTgndch5eQCw5PvlYgkrhHwLxTnbwQODfis3uSDmvZnFA6yH+HbK1Z75uJA\nlkEZBTVThhXNBvvt3yGvUkpnsG9cDOTkgj+5RdmvzZuG6D+ZbN8eJSyj9ub8UcM+4uSlT9uBg0Gq\ndBYfD7S/77vNyG23WPUQhVoyODXVt56KWipYDBGY9Ek9tnVb0Nvbq9Rc6uoAO//b+n6iEVAH/cSM\nCLs3JzrICmFqD52de6GypKHf5C124slaeMPyy9+g95VGsGNK9JDHsScqhvPIIkiXK7Ow+eAh8LJT\nIV20AtycCv6fJiUk8p0fgh1drPTGv/tDsNOrwHq7gf4DinK8ZQNwZJFv+2ddoEziU59PZjZY0THI\nLb8Bvb29kK5fC6SYwZue17+ffaxilCKA5eSBedf+ZUJqJzvzvMB9xdBVOCU//I8vP23s7yOoVT8R\npFtrgoYwEx3ph9dPbNH7KJK4A8NH+ClLf4V+qD/4FH41c8dgAljAOq9q6QSv18D+33LDU2rhmLR0\nnx8Jk0xgQlaMOmDMUlMhrb4T0vpHwM7+qn4ibyiJXXCRvk2Vya/SpPzoA75hqrMv0D8XHYMAjH5Q\nGVl62EIdwMu1aPeO5eRDuucPkG6t0XvpDFpvTCwjwOxHQPrhz31789rSfUJtG9GYqPHqAd8JW9Kq\nG8HOPA/smBJI9/8J0uLzIf34drCzvgIEmTHJ0tLB5p/iu61gOqTzvumTccEyMmG6eg2YbRrY8msh\n1SmemrTka2BzjlOm8p/zNeV8M2YpE9sAsKOKA7JEpEuu1HvmQEBdF5aWprwD6hhVyRgZUoQPbNYc\nMKPqqocBzGz2LcExhSSuEVB7kyaTUlbAP/VyYAwjoA0MG4wJ+NcuV6eHyzJgK4CkLm0IQLr7d2AX\nrwSrOMN3tiqgTCRSEbMjVExmsHnzlQwQo4FSm3C8N62NzREGwRjTa+Go7rVdMGB2r3IVBp5Ybj6Q\nnatkgajbMjK1+6Gen511gT5Z5ojpYOmZylR1r5vOTjhJv0+5BrKLeA0Pu2g5uLeekla2AUpPX7se\nAXbSIkjfv0b57I2nM6sd0iWrovrjYZJp4ul/Yvz62FLjdkpPhnTHAxEVEiSIySAhwkH8wx3AGX5l\nhbUyCd6p+v6ewOCAcW0XQHfDjAaG/Xseag9VlgPGIVjBkWAFX4WcmQ28+Yqy0dsLln65SRtPYJIJ\n0q83A7IH8hqvAhZdanWw7byl4C/UK5/VMElGphKbBnzWpU05oRwj774NWKeBzTkOfM9nymQrVbZp\n3myTE8r1iWHpmTDVPAYA8Dz+oLZNWxx99nFg6x8BcvLBP/kAeOd13QsBgNnHQvrZ3UDJ8WCf7wLf\n3WY4gOhzj1LT9NDM7OPAm54FjilRxkZS0/RyCF+9aKzTxDeiERC9Oj9Crs5GEFNAQhgBef0t4Kf7\nZb+ICvyAKyB9kLscvhX4xO92vgXZ41EMhzkF0lU3awPIbN58b+ZIDpCdB978Evi5F2qrShnByk4F\nP74M7MgirZYIS0sHBBukhgPY6VXKpCIh9s9OPh0sNw8oPl4zAjh6LtiKnyrGYN9eAM/61APKOO9C\nxQg4e8CWfg/s1LN8Qw2lJ0O65lbgxJN0I+C3pq5yokx9LCA3X8tNl5avBpy9vlkajCnlFQDg6BJE\nWs2QzZileyHH6MdKG/83cEA4gfAJNR0Og5ZEUpEQRgBAYGjH49HSGOU/PwTm1yPlT2wG1NxgkYxM\n4NOPwT/9GOy0s5Qsh9KTIf3sV4BnFCzPAmnDY0BGBuRbrwIAyA/eCzbz6KB19VlaOkzX/TKsy2CX\nXAn2nRW+MwVTUoDjvRNUiucp2SiZWWCnerM+jpmrLOJ+0iJgehFYdh7SzzgXB15+AezoErCcXCDn\nBABQKhgeWaQMHs5XVnxj538LfNdHgeMdgJKLvvJ6yH9+SElvFa4JR84M3D8GJLIBIIhEJ2GMgHzw\nAHyGMGQZKDpGSWP8738M17IVZ+2yJV8Hqzgd/L13wJ95Uvl+3159gPNYvTwC86ZSsi9/E/xPDwL7\n9oAzhLfCVghYSqrhMnMq0s9/HVDegkmSFmZgp1cp/zMG06obA8//pQWB5/zWD4ILlJWtTJEPkeJH\nhIGRkSWIOGfSjUBrayu2bt0KWZaxZMkSLF26NKzj5IN9kF9+Hqx4Hti8+YDsUYovXXoV+GOblCJk\nXtilVwHt74O//jIAQLrvESXUwZiSJ+41Atjd5lc61xfprAvAjy1VFnjp2mMcToky40npm1B7oQZ2\nibCQ1m01LExHEPHOpGocWZaxZcsW3HzzzaipqcGrr76Kjo6O0AcCGP7PdvB/PA55w61KETXZo8wy\nPdV3ogyOLwc7aRFY5Vf0bZnZWtyWzThKn0IO6Nk/QWBHFkFasx7IyQM75+thyZoIsOXXgf3w51Mt\nxmEDy7f51oYniARhUo1Ae3s7CgsLccQRR8BsNmPRokVoaQmssW3EwBNbtM/ybVcDzl7AZFJyuu//\nk/JFWjpM1/0CLCdX8RjOW6rklPtNbpG+vExZzg1QQkohYDOOgnTfw5C+8q3wLjQBkE47G1KQcgIE\nQSQPkxoOcjqdsNn0jB2bzYaPP/44YL+GhgY0NDQAANauXYvU0pPhfr8VaRWnI+W4L2Fo+/PwuIeQ\n86UKZNjtgN0Oz9ZnlLokYs79quuDC2O3g//9VYDziEMwZrMZdvvUFn6KBxlU4kWWeJEDiB9ZSI5A\nkkEWcwSzuuNyYLiqqgpVVVXa354f344CqxUOpxOjAHDGeZCgVO8JqAY4CdUB7XY7eqegCmG8yaAS\nL7LEixxA/MhCcgSSDLLY7XakpgZPQBGZ1HCQ1WqFw6Gvp+twOGC1hjfYOtkDpgRBEMnApGrWOXPm\noLOzE93d3RgdHUVzczMqKiomUwSCIAhCYFLDQSaTCZdffjnuvvtuyLKMs88+G0VFRaEPJAiCIGLC\npI8JnHTSSTjppJNC70gQBEHEHAq0EwRBJDFkBAiCIJIYMgLE/2/v/mOirv8Ajj8/d/wwREA61OVJ\npZeQzjLxByggTsxSt7SCcMtw6Voq2QpMnE6wcgRTTA2rTbxGW/5YLTdnbFKWP05TZr9ExLqSSUVx\neiABHnpw3z/4ckqKeuuO+8C9Hv+4u/vc5/O69+fl58X78+P9FkL4MCkCQgjhwxSH419DVgohhPAZ\nqu8JZGd3DJe8aNGt5/btzocffuiRZV2NxVNx+EJ7uLp8b20TV9Yv+0bdsahl/7iyXtUXgU5BQa6N\n0BgTE+ORZV2NxVNx+EJ7uLp8b20TV9Yv+0bdsahl/7iy3l5TBPr3d232KVeeRHb1qWVXYvFUHL7Q\nHq4u31vbxJX1y75Rdyxq2T+urFebm5ube9dLe8nw4cO7/KsGaohFDTF0UkssaokD1BOLxHEzX4jl\nbtcrF4aFEMKH9ZrTQUIIIdxPioAQQvgwVRWBS5cuUVBQwPLly3nllVcwGo3Y7fZul9+/fz+tra0e\niWXBggUeWa+rTp48SWpqKn/88Ye3QwHu3C65ubn8+uuvHtu+mnIEJE+6I3lynVpypDuqKQIOh4MN\nGzYwYcIEtmzZwubNm7HZbOzcubPb73zxxRce/Q+uBiaTiejoaEwmk0vfa29v91BE3iM50j3Jk+sk\nT1yjmuklKyoqCAgIYNq0aQBoNBrS09PJyMggJSWFPXv28OOPP6IoCtOnT8fhcGC1Wlm3bh0hISHk\n5OS4PSabzUZBQQHNzc3Y7XbS0tKYMGECdXV15OXlERUVxc8//0x4eDhvvPHGXU/n5sr2q6qqyMnJ\nIT8/n9TUVM6cOcOePXvo168ff/31F6NHj2bx4sVoNBoWLFjAjBkzOH36NIsWLSI6Otqt8XQ6c+YM\n+/btcz7IV1xczIgRI0hKSvLI9jqpMUdA8qQ7kifXeTtHbkc1RaCmpoYHH3ywy3tBQUHodDoOHjyI\nxWKhoKAArVZLU1MTwcHB7N+/n5ycHEJCQjwSk7+/P1lZWQQFBdHY2Mjq1aud9+rW1tby6quv8vLL\nL1NYWMi3335LYmKiW7dfXl7O2LFjue+++xgwYAC//fYbAGazmcLCQiIiIli/fj0nT54kNjaW1tZW\nDAYDL7zwglvjUAs15ghInqiNGvPE2zlyO6opArdz5swZZs6ciVarBSA4OLhHtutwONi5cydnz55F\nURSsViuXL18GYNCgQTzwwANAx/24FovF7ds3mUzMmjULgMmTJ3P06FFiYmIwGAwMHjwYgClTplBV\nVUVsbCwajYbY2Fi3x9EbeCtHQPKkN/HVY8ntqKYI6PV6Tpw40eW9lpYWLl68SEREhFdiOnr0KI2N\njbzzzjv4+fmxbNkyrl69CnRU9k4ajcb5vrs0NTVRUVHBhQsXUBTFee72drOy+fv7o9F4/jKPVqvl\nxsdLrl275vFtgjpzBCRPuiN5cp03c+ROVHNheMyYMbS2tnLo0CGg44JVSUkJSUlJPProo5SVldHW\n1gZ0JD5Av379sNlsHouppaWF0NBQ/Pz8qKio6NEK3dkl3LZtG0VFRbz//vsMGjSIqqoqzGYzdXV1\ntLe3c/z4cY+d0+2OTqfj999/59q1azQ3N3P69Oke2a4acwQkT7ojeXKdN3PkTlTTE1AUhaysLLZv\n385nn32Gw+HgscceY/78+Wg0Gmpra8nKysLPz4/p06fzxBNPkJyczPr16wkPD3frxZy2tjb8/f2J\nj48nPz+fzMxMRowYwdChQ922jTsxmUw89dRTXd6bNGkSZWVlGAwGiouLnRf8Jk6c2CMxdbaLTqcj\nLi6OzMxMBg0adNP5V09RU46A5El3JE+uU0OO3JFD3OT8+fOO7Oxsb4dxSxUVFY68vDyvbFvN7eIN\nam4PyRN16A1toZqegFocOHCA0tJSFi5c6O1QVEXapStpj1uTdrmut7SFDCAnhBA+THoCwMWLFykq\nKqKhoQFFUUhOTmbWrFk0NTWxadMmLBYLERERvPbaawQHB/PPP/9QWFiI2WwmKSmpyyw+ubm51NfX\nOx/2WLNmDaGhod76acJN3Jkjdrud4uJiKisrURSFtLQ0n71ls69xV55cuXKFtWvXOtdrtVpJSEjw\nSK9CegJAfX099fX1DB8+nCtXrpCdnc2KFSv45ptvCA4OZu7cuezdu5empiaef/55bDYb1dXVXLhw\ngZqampuKwIIFCxgxYoQXf5FwN3fmyJ49e2hvbyctLY329naampo8+jCb6DnuzJMbrVy5kvT0dEaN\nGuX2mFVzi6g3DRw40DkBwz333MPQoUOxWq2Ul5czdepUAKZOnUp5eTnQcTtZdHR0jz7aLbzLnTny\n9ddfM3fuXKDjvnApAH2HJ44lf/75J42NjTz88MMeiVlOB/1LXV0d58+fx2AwcPnyZQYOHAhAWFiY\n8wm/OykqKkKr1TJp0iSeeeYZFEXxZMiih/2XHGlubgZg9+7dVFZWMnjwYF588UXCwsI8HrfoWe44\nlgAcO3aMuLg4jx1HpCdwA5vNxsaNG1m4cOFNEzUrinJXO2H58uUUFhby5ptvUlVVxeHDhz0VrvCC\n/5ojbW1tXLp0iaioKPLz8xk5ciQff/yxJ0MWXuCOY0knk8lEfHy8u0N0kiLwf3a7nY0bN5KQkMCk\nSZMACA0Npb6+Hug413c33fbw8HCgoysYHx+P2Wz2XNCiR7kjRwYMGEBgYKDzwa3Y2FjOnz/v2cBF\nj3LXsQSgurqa9vZ2j86JLEWAjsGdPvjgA4YOHcqcOXOc748fP9756PmhQ4eYMGHCbdfT1tZGY2Mj\n0JEIp06dYtiwYZ4LXPQYd+WIoijExMRQWVkJdAx7rNfrPRe46FHuypNOJpOJKVOmeCTWTnJ3EFBV\nVcXatWuJjIx0dtPmz5/PQw89xKZNm5wDT3Xe1gWwbNkyWlpasNvt9O/fnzVr1qDT6cjJyaGtrY32\n9nbGjBlDenp6jwzWJTzLXTmi1+uxWCy89957NDc3ExISwtKlS9HpdN78ecJN3JknABkZGaxatcqj\nw0xIERBCCB8mf6IKIYQPkyIghBA+TIqAEEL4MCkCQgjhw6QICCGED5MiIEQPy83N5auvvvJ2GEIA\nMnaQ6COWLVtGQ0MDWq0WjUaDXq8nMTGR5ORktz+nUVdXR0ZGBjt37kSr1bp13UL0NCkCos9YuXIl\njzzyCC0tLVRWVmI0GjGbzSxdutTboQmhWlIERJ8TFBTE+PHjCQsLY/Xq1cyZM4fIyEi+++47du3a\nxd9//01QUBDTpk0jNTUVgLy8PMaOHcuTTz7pXE9WVhapqal3nKC9qKiIwMBALBYLZ8+eRa/Xs3z5\ncoYMGQLATz/9xI4dO6ivrycxMZF/P5958OBB9u3bR0NDAwaDgZdeeomIiAjOnTtHQUEB+fn56HQ6\nqqurWbduHW+//ba6JioXvZpcExB9lsFgIDw8nKqqKgACAwPJyMjAaDSSnZ1NWVkZJ0+eBDrGeD9y\n5Ijzu9XV1VitVsaNG3dX2zp27BgpKSkYjUaGDBnCrl27AGhsbGTDhg2kpaVRXFzM4MGDOXfunPN7\n5eXlfP7552RmZrJ9+3aio6PZvHkzAFFRUSQnJ1NUVMTVq1fZunUrzz33nBQA4VZSBESfFh4eTlNT\nEwCjR48mMjISjUbD/fffz5QpU5wDuY0fP57a2lpqa2sBOHz4MJMnT8bP7+46yxMnTsRgMKDVaomP\nj6e6uhqA77//nmHDhhEbG4ufnx+zZ8/uMndAWVkZ8+bNQ6/Xo9VqmTdvHtXV1VgsFgBSUlJoaWlh\n1apVhIeHM3PmTHc1jRCAnA4SfZzVanUO1PXLL7/wySefcOHCBex2O3a73Tm3b0BAAHFxcRw5coRn\nn30Wk8lEZmbmXW/nxgN7YGAgNpsN6Bg2+N5773V+pihKl9cWiwWj0UhJSYnzPYfDgdVqJSIiAj8/\nP5KSkjAajaSnp8sERcLtpAiIPstsNmO1WomOjgZgy5YtzJw5k1WrVhEQEMBHH33kHPobICkpia1b\ntxIdHU1gYCAjR478zzGEhYVx6dIl52uHw9HltU6n4+mnnyYhIeGW37darXz66ackJSVRUlJCXl4e\n/v7+/zkuITrJ6SDR57S0tHDq1Ck2b95MQkICkZGRAFy5coXg4GACAgIwm80cPXq0y/dGjhyJRqOh\npKSExMREt8Qybtw4ampqOHHiBG1tbZSWltLQ0OD8fMaMGezdu5eamhpn7MePHwc6CkZRURHTpk1j\nyZIlDBw4kN27d7slLiE6SU9A9Bn5+flotVoURUGv1zN79mwef/xx5+eLFy+mpKSEHTt2MGrUKOLi\n4pxz/nZKTExk9+7drFixwi0xhYSE8Prrr2M0Gtm2bRuJiYlERUU5P584cSI2m413332XixcvEhQU\nxJgxY4iLi6O0tJTGxkbS0tJQFIUlS5awYsUKYmJiPDbpuPA9Mp+AEDc4dOgQX375JW+99Za3QxGi\nR8jpICH+r7W1lQMHDpCcnOztUIToMVIEhAB++OEHFi9eTGhoKPHx8d4OR4geI6eDhBDCh0lPQAgh\nfJgUASGE8GFSBIQQwodJERBCCB8mRUAIIXyYFAEhhPBh/wM69UaOsmvWgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8591e35dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.set_index('Day Index').plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter out the outlier traffic spike"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Sh9xPQWnGmyQpBCQmDqQmkBHoS3/XPvSGx5eQyYo89ximagLqNR8F/eUDGV0vhYCExIkO\nxoQIGV86Jj3yJAVUrRwFffLRjC5P216yu7sbmzZtwvHjx0EIQWNjIz784Q9j+/bteOqpp1BVVQUA\nuOKKK3DmmWcCAHbs2IFdu3ZBURQ0Nzdj/vz5AIADBw5g06ZNiEajWLBgAZqbm0HkiynhGlITyA7y\ntzY+yLNPgAl5NbPaRGmFgM/nw1VXXYVZs2ZheHgYX/7yl/Hv//7vAICLL74Yl1xyieX8w4cPo7W1\nFevXr0ckEsHq1atx9913Q1EUbNmyBddeey3q6+vx7W9/G3v37pXN5iXcQ8qAzGBoAuNLxqRFvn0C\nWQqXtOag2tpazJo1CwBQWlqKGTNmIBx2ti22tbVh8eLFCAQCmDp1KqZPn4729nZEIhEMDw9j7ty5\nIIRgyZIlaGtry4p4CQkJN5DmoPFFnpPFaCKry9NqAjw6Oztx8OBBzJkzB//85z/x+OOPY8+ePZg1\naxY+/elPo6KiAuFwGPX19cY1wWAQ4XAYPp8PdXV1xvG6ujpHYdLS0oKWlhYAwJo1axAKheD3+xEK\nhTK5x5Q4pv91O/Yx2//5oMkN8rUemWCsaKHxODr1z6L5JuOauKHD7/MhDqCmphYB+b6OOS2x3m4w\nTmefNxe0qIMDYHFfbCy/3z1rd33myMgI1q1bh89+9rMoKyvDBRdcgMsuuwwAsG3bNjz44IO4/vrr\n3VOeAo2NjWhsbDT+7+7uRigUQnd3d07GFyHTsfNJUyrkez28YKxoofG48Vk032RcEzd0xGMxAMDx\n3l4Q+b6OOS00EjE+2+fNBS10cCBp/FAohKKiIlfXu4oOisfjWLduHc4991y8973vBQDU1NRAURQo\nioLzzz8fr732GgBt59/T02NcGw6HEQwGk4739PQgGAy6IlJCQoN0CmQEGR00vsj3a5uhQ5ghrRCg\nlOK+++7DjBkz8JGPfMQ4HuGk23PPPYeZM2cCABoaGtDa2opYLIbOzk4cPXoUc+bMQW1tLUpLS7F/\n/35QSrFnzx40NDRkRbyEhIRE4SPPUiDLjmVpzUGvvvoq9uzZg1NOOQVf+tKXAGjhoH/+85/x+uuv\ngxCCKVOm4JprrgEAzJw5E4sWLcKKFSugKAqWLVsGRdFkzfLly7F582ZEo1HMnz9/3CODZBmCCQb5\nuDIDzbNjUmJ8kaUmkFYInHbaadi+fXvScZYTIEJTUxOampqSjs+ePRvr1q3zSGIeIX8UEpMBUgiM\nL/K97lmOLzOGJSYQJBPLCgXa6PyER96FQJ59Aic2JFORmASQmsCJjXw7hk9oyN/ExIJkYhkiu7IC\nEgUOaQ7KApKp5ATxI28gsfEO0Dfax5sUCREKvMftCQ9pDpI40UEHB4AX/wr0Hc/zRPkd/oRFlgXG\nJLJFnl9caQ7KBpKr5AZ6ElLed5ryeWUFqQmcmJDmoCwgfxO5gcKEwPiSIeEE5hiWmsC4IO8Zw1II\nZAHJtXICVo4g30xG7mQzg4wOGl/k3SdgVhHl62u5xeQWAvJHkRsYNWnkehYkqNQExhf59glw4x/c\n7/nyyS0EJHIDJgTy1TnJgBQyGcFwDMv1OxFAuzpAhwa4A5xwj8c8jze5hYD8TeQGhL1GckELGlLz\nHR/keNnVr1wD9Y6buAPcBBlECk1uISCZVm5Axig6SD6uzCDNQXkB/cfzUJ/Y6ebM3E/e02l+5p+r\n6r3L2OQWAnJnlBOQsRICOQB96e+gI0PjTcYYQzqG8wH17q+B/vz/0p+Yw3UXVj7md/9SE5AYF+hC\nIO+lubMcn/Z0Qv3uKqj/990cETRBYGQMS01gwkNk8+d+F2rLY1D/8BtPQ05yISB3RjnBRNEERke0\nv0cPjy8dYw3pGB5f5PJ3wd5hy/iccP/nPtCH7/c05OQWAvI3kRuMmRDIcvxJG8o6ucxB9OC/QPt7\nx5uM/CA6mnxMlo3IApPkR5F/TBTH8CTNbJ5k5iD1W1+E+s0vjtl8ac2gOdUEBEJAlo3IBpONG+QJ\nihkiSjuPgr7093ElxxGGIjDZnrt2v5OqnSofPZNvjGVhPk4ToGzefPcY7u7uxqZNm3D8+HEQQtDY\n2IgPf/jDGBgYwIYNG9DV1YUpU6bg5ptvRkVFBQBgx44d2LVrFxRFQXNzM+bPnw8AOHDgADZt2oRo\nNIoFCxagubnZjCyRmPhQKdTbrgUA+LY8locJsmVik9QcJKuI5hfxOODzpTghh+8bbw5KJLQNWL7N\nQT6fD1dddRU2bNiAb37zm/j973+Pw4cPY+fOnZg3bx42btyIefPmYedOLV728OHDaG1txfr163Hb\nbbdh69atUHUit2zZgmuvvRYbN25ER0cH9u7dmxXxWWOS8YJ8gSgTJFlsojiwcw2ZJ5BfpMvSzeXr\nNjJsfk7o8+bbHFRbW4tZs2YBAEpLSzFjxgyEw2G0tbVh6dKlAIClS5eira0NANDW1obFixcjEAhg\n6tSpmD59Otrb2xGJRDA8PIy5c+eCEIIlS5YY14wfJhkzyBfGLFksW8dwbsiYsJDRQflBIp0QyGGe\nQNdR8x9WLC7L55rWHMSjs7MTBw8exJw5c9Db24va2loAQE1NDXp7NW98OBxGfX29cU0wGEQ4HIbP\n50NdXZ1xvK6uDuFwWDhPS0sLWlpaAABr1qxBKBSC3+9HKBTydndpoBYF0KV/djv2Mdv/uabJLfKx\nHhkj3A0AqCyvQJ9+KB+0pXte6dYkHhtBDwCfouR97Qrl+fj9fiiKAhVAZUU5SifB+8p+o07z5YoW\nNk+wshK+FOONVleBtVuyz+uVlr7eMJguEKyuhq+2DiMV5bDHQvn97lm76zNHRkawbt06fPazn0VZ\nWZnlO0JITm37jY2NaGxsNP7v7u5GKBRCd3d3zuYAADrQZ3zOdOxc0+QW+ViPTFELLVW9vz/79UwF\nmmb8dGtCj2s/xUQ8nve1K5TnEwqFoOo70f6+PgxOovfVab5c0xLu6gQhzqyU9pos2j6vV1rUzg5z\n3s5OkAS1jM8Qj8dRVFTkakxX0UHxeBzr1q3Dueeei/e+970AgOrqakQiEQBAJBJBVVUVAG3n39PT\nYxIaDiMYDCYd7+npQTAYdEVk3iC149yAFZCbbLb2iQb5fPKDWJoa/jlcdsr7dWKjWsRXvnsMU0px\n3333YcaMGfjIRz5iHG9oaMDu3bsBALt378bChQuN462trYjFYujs7MTRo0cxZ84c1NbWorS0FPv3\n7welFHv27EFDQ0NWxGcP+aPICcYs9DJH4082ZjhWTX8mKxIx0L4I6OHXHU7IpRQwP6pfvR70Fw+A\n5tsn8Oqrr2LPnj045ZRT8KUvfQkAcMUVV+DSSy/Fhg0bsGvXLiNEFABmzpyJRYsWYcWKFVAUBcuW\nLYOiR48sX74cmzdvRjQaxfz587FgwYKsiM8ak40Z5AsTRRMw6CtwOvOFSeAYHtNcCJ9PC9OMx6He\nfj0wPAjl/p1ctFweYBPk9IkdIFf/b9Jpka/diGnfutfVkGmFwGmnnYbt27cLv1u5cqXweFNTE5qa\nmpKOz549G+vWrXNFmMQEwkSJDmLMfxIwQyEKXUh7BB0dAf3p90H+sxmkvFI/OJZCwK8LgRgwPKgd\nO3oYmHGKjdCc2oOSD/35qaRj0RfcR17KjGGJrGGGBJjrWZDZqTTpg7fLYzGof/gNaAY12wsCJ5g5\niD77NOifW0B3/oQ/OnYE+PQ9NJ8n0PFm8nm5JEn0u3o5uwx9TyGiJxwKkE9NSDD1l99hU8oVbMsV\nsnxgRtJUhpf//hHQR38C+AMg516QHS3jgUIUzNmgpFT7y7daHEstz6e/95xjmHZ3CtJR8qsJZIvJ\nrQnYFpTGoqDxNJ5+CQEE5RjyUaIg6/c/S59AVC/jO1ErVJ5gmgAp1ULV6dAgd3QshUBA+xuPmse6\n7ZlEOYYUArmGdUHV6y+DeseN40TLBIYi8AkU4q7TkAEZ0hYo1v7GoqnPKzjoz+dE84UU65rAP/4G\nOqhrA2N5i3q9IBrl3ofB/uTz8uwTyBaTXAgIcFRg05NIDZFjOB+7zlw5hjMFS74R1XSfCChEwZwj\nqFvXg44MAwf3j92krGgctymgwjpCOXUKmL6IHEH6BCSyhyhEtBArVho+gUw1ASYEJpomoOMEMwdZ\nfsCRbqjfXwu8+Nexm54x4xjH+PNtTlYp4A8AidzNM7k1gRN4ZzSmECWL5WVts3UMZzk9EwIxqQk4\nTzGGvyn7RuPAq2M3NwCw+jy8T0DYAziXk1Ig4LB3zzA/YXILAakK5ASECEpJF+SuM8uSykW6T2Ci\nagJ51s7U3++Aes1HQYeH8jqPI8b6nWOaAF/eOU0j+KxBqal52+GhaByPSS4EJHICInA85mNHmLVL\nILsQUeLXokHohHMM68gzk6R/fEL7cLwn9Yk5m9B2P2Ot2es7b/rrbeYxoTkoh/kzlDo3sMnQVzC5\nhcAkUgTomweh7vp1fgYXNXA/dCA/c2WDbH0C7P4mmibAHk++o4OKxthnYr+dsRYCIqYbS9dbIEtB\nTKmz2SdldzNnTG4hMImkgHrHjaA//X5+Bjc0AfMFV9d/1Ra/nQPkYhelfcju+onmE8g2NNYtmLls\nrNbHfj9jHYygCJIhE3HQSI9VW+TJzFYQUxVQHJi90/E0mNxCQDqGcwMnG2XBmU2yzBjOWpMYL2Tp\nC3GLsY6esj+HdG0ecw0RQ4/HoP6/Zqj338kdzKGZlFIrs+e1EfZ5ynRPQ05uISCRGxjWoHzbaHMV\nHZSlJjDRhADbIeebbiN6aqyEP3c/h18fh7BkwXqypLUXnuNOy2HAhN0nEAiYn9lxfwBeMLmFwET7\nMRcsWLKY/bi79aWqOkYRJVky8YkqBMaq0bzuE6BjlUw33hnQoveA1TFyitTJiSbAse0A1z2MaQjM\nLOcSk1sISOQGikM/AZfvO/3tdqj/80nQdDV5chYdlCvfwgQBozfPTJOwshp8yGQeQCmF+swfQEUl\nGvI5b1eHNbrH/h7wDDlQLD4tn0KAaQIBqQm4R45/zOofn4D6yI9yOmaukY9kHuLUT8DlXLTtT9qH\n3ki6M70R5nR5xppAIeY+uMBYaTAsOmh0JL/zHHgV9P82gG77QX7n4UDDXVC/cg3ozoe4gymEQFER\naPcxqFs3ACNDztd4JsTmExAIATLnXZjy0O9dDzm5hUCOo4Pog/eA/u6XOR0z58gXIyAESevplmmK\nQkzzgmyjg/S/hVgSIxXGyhzEmFMOSxqIQDuOuJonpxseXbDRJx91Podv7O4PaP0Onv0D6G+4ply5\nDhFlu39CzOP+ABTWZMcFJrkQmITI226QJJsbvDLLdKTlyoyTcZrABDMDMdAxcgwzYZ7v+jk9ndrf\n4JTU5+VSWCf0RkK809s+vkUTKAaqqrXPjF4gN+8w7xg2tAICwzfnsY9H2hSzzZs34/nnn0d1dbXR\nGnL79u146qmnUFVVBUDrOXzmmWcCAHbs2IFdu3ZBURQ0Nzdj/vz5AIADBw5g06ZNiEajWLBgAZqb\nm00zwnhhgv6mswJVAWQWT5wSikATcPsjHOv2lNkmi000YTBW5iD2HBN57rzGavXwTFcENZFxAlUS\n3NwTHypNiDhxzINfhsbjQHQUpKycO+igCYCa6y/KX0iBtJrA+9//fnzlK19JOn7xxRdj7dq1WLt2\nrSEADh8+jNbWVqxfvx633XYbtm7dClVnBFu2bMG1116LjRs3oqOjA3v37vVEaF4w0X7MuUA+NQG7\nqut6J+bSHMTRPi7tK3PYqF5t+yMSX14+Nq0q2XPJtxmLzZNvIWD0R0gzTy7NUqKxKLXF6XMCR02I\nQ2U9mIPULWuh3niFdlnHYSSuvgQ49JrVJyCKQnLK23FA2rPf9a53oaKiwtVgbW1tWLx4MQKBAKZO\nnYrp06ejvb0dkUgEw8PDmDt3LgghWLJkCdra3DdCzh+kEMgZCEleTrdMR3EKMU2BTBharjKGcxBl\nQ390j2YmGB2DcEp1jDQB9kzy7BMw7iNdclgiD+YgCx2qlQnzO/REQqwJpHkGtL8PiZuvBH3tn8Dz\nz+jTJEBbHhPPwwQPP67HaqIZ9xN4/PHHsWfPHsyaNQuf/vSnUVFRgXA4jPr6euOcYDCIcDgMn8+H\nuro643glqLkIAAAgAElEQVRdXR3C4bDj2C0tLWhpaQEArFmzBqFQCH6/H6FQKFNyhYiPDoKVugqF\nQjjGfXaCvXkcf66b63MFr+th0BYMgrDerDmkBQpBaUkJ+Gj/muoqBFzQ2OMPIA6gpqY65fnx+Kj5\nvGprQGzx0OnWJNpVDRZ/lMkzGq6oQB8Av09BXZrr09HSqRBQAHXBIJRyd5usTODnmFRJcTGq8vhu\n9hUVYRhAaVEAlbZ5cvn77S8KYAiAj1Kk0gXqaqqhVNcmHU9HC9MyeXN19Gh50rvT4/MjESgC1Z3G\n/uJiMPGnACjx+2DPfgnW1sAXNOe20zJ6+ACOD/RB2bYFTITVlZejb2gAbLtQVFKKqOCzP+BHHEB5\nRYXluadDRkLgggsuwGWXXQYA2LZtGx588EFcf/31mQwlRGNjIxobG43/u7u7EQqF0N3dnbM5AICG\nzZBEfmwv84jO7erqyru/I9P16O7uAikpyzktAMHwkPWVPx7uAamoSXt9Qt9lHY9EQFLcE41wz6ur\nC6S4JImOVGtCjx/XPqhqRmun9mtx6fF4PO31aWnR//Z0d4MM5y+kMhQKGSaIkeEhRHP8G+Kh6s9/\neGAAo7Z5cvn7VQe0hKxEmlDUnq5OkFiymEhHS2LFVUBFFXx3bDKOUW7Tyq5NxGMWE1Cc0xDVWAzD\nfcl5Lz0/vg/Kpz7nSAvV1zB+8F/mNUfehDpg5kREOcd7lNOI43rD+8GhYZTH4ygqSuMz0ZFRdFBN\nTQ0URYGiKDj//PPx2muvAdB2/j09ZhnZcDiMYDCYdLynpwfBYDCTqXOMPKnH+VaHOdCBPqjbtmpO\nJDfIV8IQEfgEvKrj6cwV/PeZ2J2zjg7KZZRNctG9vIE983zPpY6RT4D9vvJlDurvTW4zmyOfAH36\nd6nnFtVdGh4G+GKMTrWDSGbRQRkJgQi3I3vuuecwc+ZMAEBDQwNaW1sRi8XQ2dmJo0ePYs6cOait\nrUVpaSn2798PSin27NmDhoaGTKbOLfJlIx3DQlb05z8EbXkU9G9/dnlBPh3DtkNunZ6ZRAdl5FDN\nUZ5ALtbQKO88ho7hfOcJ0DHyCRjhmmnm8bC2NNwF9c9PpZ/TchG11unhbfGq6qmQHu2NQP3jE8L+\n1XT/i8Ab7eYBHzePyP7vMToorTnou9/9Ll5++WX09/fjuuuuw+WXX46XXnoJr7/+OgghmDJlCq65\n5hoAwMyZM7Fo0SKsWLECiqJg2bJlUHQily9fjs2bNyMajWL+/PlYsGCBJ0Lzgnzxw3zHSYvmcsuY\n8sUIFIEm4DVZLO09cN9nwjyzDZXMaajl2IRTWqKoMtACKaXAQB9IZXX6k8dME9DHT6sJuKdDXfUF\nYGQY9Iz5DmM5aAJ8iQZ+hz7QB3rsiPv5t64HXnkBuPTK5C95AQCtkx97ksQfSGZjHqOD0gqBm266\nKenYBz7wAcfzm5qa0NTUlHR89uzZRp7BRIXrsMSxFAJekU9NwI58mh8yUfWzvnf9+o7DoO2vgMw5\nPfOhiMswx2zBP4MM7p/ufhz0J/dC+fo9ICed4m6usdIE0s2TSICqKkApSLp8AVbvqL9P+DXlBApV\nE6CP/hToDQMhrmyzfQ4vPY/7dH9V59Hk7+waD2/u4eccS3PQiQOPPwq3O9uxrmvuBfnSBAhJZjK5\nThbjv85GE8gU3PXq41mWBzHMQfn2CfAFz7zPRV95Qftgt5GLztXvhY6VTyAd1AToD9ZBve5joIkE\nqJvfpVNrTG5O9b7vgP52u2andwoRdQkaj2t06RF7VLDOtP+49YCTEDC+z3GewAkNr0zB7eljqgl4\nuwd11Q35IYM5hvkX1KsQ8JAsNi71e3I6/1hpAimqXroA20G7CjwYI03AtZBRE6Btf9Q+fuNmqJ/7\nOABg9IU2qH/ZbT1XZ5y02x4EroOf8+/Pmp8VUQkH9+i58UqoX7jcdPCK5j+uRyaJdvqiFpdSE/AC\nr0LA5fljGB1kwO2DHxCruzmZnwIWs5BnTcDDfNlEB2UK/vJsxzJKLIyRsxYAfW4P6N9avV3PmIyb\n9R6rjGH772vGqeLz+GStw68bH49/7UbQH9hM0+V6aQaOCVt25U6/aWEdnxQos+aEJN46pK3X/n9o\nB1g/Ah7MVMRCotNpArkuGyGhgY4Mgz7+C3cnF7I5KF8wNAHumGvzAxMC6c7nzDG/fMADccnXZ4bs\nTCtC5FsTsAkr9b413q73eagMyoR+dwfoy3/3No8X2IWMg71f/c4tScd4vx5VE1qI9a9/BhTpDPa4\nmQ+gfm811EcfhvrYT4E3D4pp4eZO63cAQN7l4HhmEAlQ1jeBmZ7SagJjlDF8QsADT6A7HwJ96lfu\nTh4Px/B410FimkBG5iD9r5d72PsX9+cyZC0DuPvJ1hykr5O66ZvwrclfXXwqoJNS6j6Z0YsmwARa\nxxGoG1bBt+Wx1OdnCrvg9GKG6eowPtLf/Bz0789YGLylsVE0Cvrrn6Uez2IOSsN8S0qFz8M1DIaf\nThOQPgH38MJ0vDTKGNPmI+NciZUhFz6BdOfb2xWk60SWdH0BmoP4MsP5gIhOL5oqi0l3o7HYnl/e\n2kzatRIPlULVdbcbn2nbH5N3+H2cE7bXubSNcG5fGoHg81vWkXptvsOEAG/uEQlA6RPwAg8/ZC8l\nacfUaVkgRfCMMrZ8woxbU4dbc5ANntsY5i46KHvNa4yEt4hOL+vmSROwPT+RfTsXsNPixfyRSJiM\ns0LQeMXrxsLJJ1AsqM+lKFbaWeSV57lyaw6a5ELAA7yonOMRuTLevRlAtPsm5jq5Vn2ZaWTDKtC+\nVC0mbQzNqwMya3mZB59AviGic2QY6v13QuU7XjmBMR5X0UG25zE4CPrmQahP/zb9tV7g0icgRHWt\nSSdnGjLgVgiUavW3iOKgCYiavds1AQ/JZADM7GRhPwGYfMdD8ThgsgsBy8YuDYcQSVwnTLT2g7kA\nay/ps6XOewR9bo+Hk72On0NNIEX2rat49LES2iI6R4dB//ona79cJzAm5+ae7M97sB/qHTeC/uS+\nnPR/oK++CBqLJpuDvNjAI1zhuOMCc49bOhmTd/IJiIq3+XzWNXLaxDjxGl8ax7A+HvHLRvMe4EG9\n93lYqvF20o4HiN5eUhHsTNKB//Gk2nHa19WzJpBLc5D43uirL0L93McRfTlN0yTuh5yVszAdhJqA\naYumlIK+0e7MpNnxmAv7vt0n8OwfzH9iUS0aJ0M/Ae08CvWu20AfutedJiDaiQPezT08+BLsjPk6\n+QGM720F5vg1smtO7J1wol1oDrIVrQOkJuAJlhdfagJZwdAEMhACPLxEVnkNr8xhhKjTvVGd+Udf\nSicEuM/5cqDCQcPlfQJ/+zPUb6wA/cvT4gHYGqcphkbD3cDB/dZjf3zC/Dw8BPrARqif/8/0NL/2\nTyRu+W9QPqdFZ/y0/ZVkISAy1boso+wJAWsjeW1uvpibQCDwDF3xWWm354iwPAAnJu4XOIb5cw0h\nIDUB9/AgA5x8AsIfWRrmpz7yI61VXC5QKFoHCxFVBDsTN9cypIpHt9+q50SrXOYJOIylP3vixUTh\nNUrEC0QhopzDlr6uFyf71yvi6xnTSiGo1D8+Adr+cmoyhgZBn9E0A95cpj63B+pjD4PGolo3LQDq\nEzuBcDfoC88lDzQ86C5ENOCwm84GPHM1GLJg988f54WAz2el3X4fzJnMz8MLM2GIaLI5yNOGFZM9\nT4BHpuYgVU1WR2lq5kd/90t9Sg/x2oUOFiLK/yi8JosBedYEshQCFlXe4d7Y8XRCgI/gGBnWHJZ5\ngeCeOec7Zc5Rp4ghJpSjo6D/ehkYGgB593vM68PdoA/ek56KEbPhEH34fqgHXoXva98D3XKXdjAe\nB/3dL6B8ZR3IlOka1XwJhYQuOIYHk80lbK35+lXpmtCXlJr3XFSkaTqV1anNRfyuW5i4JdAK7Ezc\nognYhUBx8jzFpaYWJprT3tLSfr0LTG5NwJNPwGFhRczArRnkRDIbMU2AXyevyWJAGgdklj6BXIbT\nOt0bdSkEeOQzuVDkGI5wDtHOtwAAdHRYy4q3R2cxM0wsqmXQ3vMNzfTD0G2LsHEoOR392zPGZ/rH\nJ4Ajb4AOchrJEzu1v//6h6l1DA9pDuzREa58dDxp7Y1M3XSO2Yoq87OFoes777I0bT75HbpoV04E\n5iBeGKXTBNi5/G9I5IdwcgxLc1AG8OITcAoRFe12x1IIFIwmoWsCmfgEiEtNIKlKae59AvTNg6DH\n3ko/v9Oys3O8xGrns3SE6P3kI2SYaWhkGOp3boH6xc9Yz+XNQcN6d6u3DoEO9GmNUB5/xHq+w2Zp\n4Cf3Jx/81z9MZq1rHPRfLwO6cKBvHtBCWb/1v9b3wv5eGZoALwQE5qBSrq2qjzft6J9FO2j+GqEm\nwJ3rE4Ru+lM5hm33wehwCjUVCgHu3Aw1gcltDvKS/OMUiyyyuaqqu1SgiRJr7gaKropnkywGeCu+\n51kIpF9v9Y4bAcCh5AEvBFKYB4H0Zj6elnwWHBS81zTClUtmu/HhIaPIGqUUOHYEqKmzmIOM67uP\ngW68Q7uH6TOsg7thQIEiIBaFum1rsl/n5b+D1p+hfWZ9dd86BMpnVsdGNebIaGLvHP/uBexmmLhV\nQIk0AUttfkW7v+JSbW348/jPxMExzI77bU1nUoWIMpr5Mbnrid+v12gkyccAmSeQNXIoBMZUEygU\nx3BxKejIcHKLPTewaAJezEFeexhzHzNZN9604sTk3ZqDuJ2t+osHQJ9/JsXJmUMYfsprAswpzdns\n8dabUL96PdQbPmE6jvmY+u5jnBCzrYMDAwqc/m7zH9Z7t/tYsgCMRgGmiQ2azdXBa2dDg1ZzjyIw\nB/F0sN28ZVcu6A3MH2Mdw/ideEAkBDjaReGiFhOSLTooyRwkiDiyaxKAsyaQoTlocmsCPNIxBTfm\nIOaYmow+gcoqzanmIowyCZboIA99YTvfAsFZrs+3ECdy6Hu53kkIuHUM8+aNV1+E+uqLUO7f6S2q\nyA1E7zUvBBiGOcftXq5ePstq5e33fKatXWg7+c68aDvMITzACQF7jSWfjbkCjjtooa2dd7IqAtON\nP6BpGvw7ks4nIMoetl+jJrSqpNGR5DURhZ2KIpL4d8/PCUM2Xq7NQZs3b8bzzz+P6upqoz3kwMAA\nNmzYgK6uLkyZMgU333wzKio0p8qOHTuwa9cuKIqC5uZmzJ+vlU49cOAANm3ahGg0igULFqC5uXn8\nI2O8+AScSLUwOj1Wfrz7/Y4DSEUV6NHDVkdWBkIgZfMSZm7/yCdBf/0z0J9tAa2pAzlrsbt5LBm/\niZRCgMaiIPYIE/6xOmoC+knpyoyUVyTX1hkasDovU0Bt+xNwvAfk/P8AfeRHwLQZUM69IJmcoUHB\nxeJSEgZEETKW77kia/ZOXDxD5nsZZFJenWOSNNwlngcQm4MszNtv/Wv/LNq1s2fvwJANM4xlTu4z\nE0iBZE2A/uqn2ilnn2e9p7SagEAI8FoO04xz7Rh+//vfj6985SuWYzt37sS8efOwceNGzJs3Dzt3\nap79w4cPo7W1FevXr8dtt92GrVu3QtVfuC1btuDaa6/Fxo0b0dHRgb170yTTjAnclQGwn2oB/4My\nWga67XxUIKacXKCi2rpzAzLUdFysCfcDp//4m/uR+aHT7UxFzJOn7eB+qPffmXwKu+d0GxxRSOig\n+4Jr9Pt3gm7fCrz4N9Df7wB9WOB4BZCwd6qaNkN4nmGiAayVNI2BuPXi+/DahTZjVDbHLI1l2WMj\nbNNeLEw82Rxkqelj2PwdzEHsOpHgSLcr5yFKFrObc/i1jVkT8Eg6TUDkAGcJZhVV5rvny7EQeNe7\n3mXs8hna2tqwdOlSAMDSpUvR1tZmHF+8eDECgQCmTp2K6dOno729HZFIBMPDw5g7dy4IIViyZIlx\nTaZQH/1J9glXPBMWFZPi4bRrtwgBJfW5SWPmuaHIGID2dCF+9LBWkXF02PpiZ2IOSqVFse94ISAy\nbTgPYH5M508YFcTN24Q2/eufBFO4TBZTVaCs3HqMs4HTl/dCffTh1GMAoEcPaR/iMaGfQ2VmlHK9\nYmZtXfoxGaMqEVTCBNzF0ttDNLPNirYLJp9ACIjs/DxNQp8AMX+3Fp8A0wS4pjFCx3BqcxB/DWEO\nah1J2o1AE7DMyejk9xfMfFpRbfKdsYgO6u3tRW2ttpOpqalBb6/2UoTDYdTX1xvnBYNBhMNh+Hw+\n1NWZL19dXR3CYeda3S0tLWhpaQEArFmzBqFQCH6/H6FQyDjn2K+3AYDlmFdEO6rAoqLVb9xsHBeN\nOVRejv6ko0Cwpho+/fxj+gtRUVaGshR0sb1ZsKYGvmBm9LP1OF5chFEAlZWVKHUxJ5DdmiWNe/Ul\n6AFQefUX0Q+AjAwbrLaspAQVLuY6XlwMxiKKi4pR43BNrD+MMIDyqiqwPbN/oA91+vn2d8SOkYoK\nMPZVV1MNxbYbp5SCWZ5rSksRsI01UFqCQQDK1LdB7TwKAAiWl0IpNZl5b1ExRgAo/kBKWnp8PqhF\nxVA5jaPKp6CYvUsbVmp0fvbzlo5Vam8ESnWt8TyLI11g+cZ15WVQdMGS6O4EFAWjvRFAUeCrqkFi\nsB9F5eVIXQAC8A0NIAGAFBVrzn47BkW/BA1FJaWIAvCVlSPBCYukcfjELr8/fa7EsFUz85eUgF1R\nWlGBIQBKURGYaC8uLzfWJVBahhiAotIy494DJSWIAQAB/EUBxAEUl5UZ76G/tBRxAP6iImOe4ooK\nY8yS8goMAygtKwPzplRUVxs8orikBKMAiisqjWuKS0vB54b7hgaQ4O69pKIKwwACRcVgehM/Z2l5\nOYYAlJWVg61GTVUlwgBKZs8F6k/HyB9+iynTpsHvQRBk7RgmhOTctt/Y2IjGxkbj/+7uboRCIXR3\nJ+/6RMfcgh4Xly3u7u4Gfe2foC2PgVz9vyCKAnVArKqHe3pAiHUZB/r6MOSCrnB3N4ia2dqx9VBH\ntde6v68Pgy7XIps1c8KAvrPmSxIMDQ5gxMVcCa4uzejoqCN9NKI9r8Fh86cUH+g3znd6RxjUPtOM\n0dPVCRKzamKU02KOHzsKUmkVEurQEODzQZ1xKqALgZ79/wThetyquoNVpTQlLYloNMlvcPxnW4Ft\nW+H7f2YLyO4D7UBpqabE7H8J6j2rodx8h/H9yJ9azHt6Zg/oP18A+c9mqN/6EvBGO0ov/Bjg9yOh\n7xijvDbjDwijsRJ6CCn1cSaRVFodt8ON6ow9YXMQq5zjGQBQWm76RIpLgbizYBEhzm2Hh0c11q1y\nZpLRmClUYjpNUe4e2DFQIB7X14bTDuP6WHHumtG4+b6M6JrNMFeMb2DIvEc2/yg3Jk8TACSGBjVB\nqwuBEf0ZxbjgCH5Odp9D3Pt/vGYKSPNNiJ61GPAHoHzs0wa/LHJZPykjIVBdXY1IJILa2lpEIhFU\nVWnOrGAwiJ4e01EUDocRDAaTjvf09CAYDGYydRKyKr2QwvSg3vttoDcC8ollWry0k/3eYg5y2SHL\nxfyeMc6hoqS0VNMAUiX1OF5saUyc/nxe1bczF7cQmYN4U9aIqJ4P1aNJOFOP3TTC7jnd81ATyQ48\nvf4O5ZiA+v+aze9Pma0d4/srcwJUvWc1AICccwHwhhbaGXvtn5qwYWYqf8Bc4fIKoFewEWKF29hu\nsqyCOyYQHMXFwJD+3BnztzvV7eagklJTCBQVJ2sXvHZgM6NY5gHENn1LJJC2zpZ7t5hZiOM1Fvs7\n7+Q1BLjYHER8Pm2uVH6E0RGQsnLTeS/KfBY5sLkCcoQQkMUfMM/hk9tcIqN4tIaGBuzevRsAsHv3\nbixcuNA43trailgshs7OThw9ehRz5sxBbW0tSktLsX//flBKsWfPHjQ0NGQydTL0l5uqKhK3XQf1\nL7s9XJvqh2oXLHkQArkMEc1DpBGlFIn/+STUP7hoClIiePlc359LIc4eAb+DHvEgBOzRQXbwzktR\nUTeVAiAgPGOwCyE2h1OV0URCy4pVVStT4eHk7D70mv73gPh7Bq5ZSfzgfut68cyZOW+ddozsXP57\nEZNhTdoBk5GmM0c4ReowlHNRUpWCiCkRc3Rq9SjKAzAibRzGZM9G5Fvg53Sq42OM4+CnADTBaK8y\nyv8FxI7hHHelS6sJfPe738XLL7+M/v5+XHfddbj88stx6aWXYsOGDdi1a5cRIgoAM2fOxKJFi7Bi\nxQooioJly5ZB0Qlfvnw5Nm/ejGg0ivnz52PBggW5uQNVNUu0dr4F+sDdwHuXurs2pRCwfefEZO15\nAqnOtSOnQiAPmkAiodVvefg+4LwPpz5XxBxcRkkRQszVHhoEHR4CSbWjybhcNe8YFtigOU2Ajo4I\nfmrJmgAdHrKep9NDBe8Ajcegfu7j5oFT5wipVO/5hph8l6DHjpg79kTCWq5AlPBUVgFEBT469j1f\nkVNUjiHAOz/1HXC6SpYiJytgJlTxgkfUqpFnyEwoKw6aAEmO1LFk2oo0gTQhoiIhYNy7hU5RbgFH\nmkUICEJdhY5hAtRNNSODskRaIXDTTTcJj69cuVJ4vKmpCU1NTUnHZ8+ebeQZ5BQGE8iACXrZPbsJ\nEYU3TYC+2AYy7aPuaUgF1dSIaMtjIEsvAsn2JfES2839UMnCc0Ffel6rwzM4AFKepjAX/9Lv/wfU\nmz8F3307BCeKY/DpC89pXaeu/d/U8/DPMBaD+thPQV/4C5QvfgOkrCK9JqApAlZ6bZqAwfxF70DH\nYev/ARuDyFX5iMNvWJ+d4uOcsIJY+NJycZctRh+vPdgLoiUSYpOHvciZU2IUPw+gJT8lhp3NKCz/\nQGQOcsoTENbx4cckSdeQQJFeoiGdEODvScBORXRyICJNwMkExegkBL41P0ieK0NM/LIRhvqdiRDw\ncI6rEFHBsVRDb9vq6jxP2PsX0J//H+gvHsh+LMZI3BRD43fuRNFe+Fdf1Ip/pYNdTXbKGhaEiAKA\n+vMfgj75KGKv7AMNdyFx69VQW3c5Xw9oGsevfqqZVnQnr8UnwIWIqs/+AfTQAWiagGIrA20zB7H3\nkDNTqjt+rFXetPsheKZSVZNMb4bZw/R1a3MXLYlJJAQEpRF4MIYv0h7465yYq3GewNwkqt3Dn+v0\nvSjckzHHdLX9nTKGU9GkODFkAcMu5TY7bFxRPgMHoSbAQ+S7yLHWP/GFgOGIyyDmPqUmYDPtuEoW\n82gOyiUY02GMO0UYn2sYQsDFuZYfCMwfR6dDRc40UFsedfyO2Hdcegy52n8cOHII6D7m0D+Xe4iD\nXMIT2/XzTcBf2Wc0YqdbN0BdfZPhE7BqArakMkMT0Ofq6gD97c+hfndVssDgGYCoBDOfR5Aq0iNQ\nZBWMTKgxKD6gSo904gUdm59/dkx7JISL+Xeon8OERLokKl57EDFHkWBy0i70tSc+gZnEQRMwfDjE\nQUgYx9JkDAt39YLsXR5p5iTFtqYzdliCB9hcUghYodp+dF6cJm4kqiFkXGgCHs1BOYV+/yxJiXqu\ntS9AzIMmwJ/D12NxA1GlS5GWJHIMAwZjo4ODZoiq3w/10YeRuOs2rbXhwX9ZfjuUz3odGQE9cgj0\njdfMYy//HXTnQ9ZjoMnmIHtmsfE+JqA+/VvTSXv0TTPCRodlFyhKzOJt8cxRKmJeik/smOe+Vz55\ntcbY3mHm8Zg2f45JM2FEqbnOlraKArt5Ok3A4oxmLRSdfAKiEg+ck1a4w07jEzCibkS7fiIeU1jC\nQeSk5V4qUSMbp7ISDGk1AYHGk2NNYOIXkEvHpFPBqVk4X7FQTaMJWMawRoYI68/kGka8s81ensIp\nS1XVXaEyFqLnRq5aXky9hpJbeH2p7UJA11jUwX5Aj6WGqoL++mfax7u/Brz2T5ClF5lT7nnc+Kz+\n9P7kAmXsvCNvmP8MDSY7hiO22jn6utORYdCf3G/tYPovWwtGUaSOU3cs9n1ZuRmWWlyqma0UJXW9\nGJ8PZPZp8G3+BWj7yyZNRYKdPO9HMoSAYIdMCMewUzs/LYyuqEijWVSxU6c1aUwjUicgZthCc5Cg\nhINTMxaBT8Ccn7smIBACosAQ/jonTYKdJSo/zb81ovaRXnpVuMDE1wTs6rcXOFyj3reG+8eDJqCa\nQoC+9Heo119m9E3NP2z28lTaiFtNxYtPgK/XTpLnUHc+BPrKC+JrXQsBVkHO4duhQTP2nGfq+jOg\nXVzeNB9m6SAAAFiKvNF/vZScJ2C/Vv+hxjuOwA566DXrgWJB1A3f3apI4JDlGWqprj34lNRmGIdm\n6EQUAmppYqKbXvhjPHNkO2sv5iCBCYoINQGBpuCUB8DocDK9pCs1LTpm0GxLrmNg/MDSTUzwYjoJ\nJmOeFCGkgFXwMBOmKGQ2C0x8IZCNT8Bpt0opZ35Lk/yjijUB+uo+7eO9a6D+8QlPVKm/3wH65kF3\nJxu5Ce41AddM14tPIBazMgi+gmT3MdDfbIe6/qvu6RGFBTI4JAfSoQFgUFT4TUdYZ9heaqvwlT67\nOqAxP+7H2tOp7frZ7lyPghl56tfJY9nj+7kywIT92Hk/gIV5FiUfYyYkoogZCPtetCsGzCQqn2DX\nDW6XKhQC/H0IGBn/THlGpo9FRDt9/npLOCcvBAThnETA5IWagIMQEIaIBpLug/AmO5akxwtQfnyj\nrLMowYy7hH0/r4HTLsSCxzBhVohbeGaKE0cIZBQd5MUn4CQw1OTPVDV/4L3hlI24RUW/6C9+aHS4\ncg17M5NUPgG3moDNJ0BHR0CdhEs8av5wCLE8j7SVPkVrKwpPTfO81P5eYCBFcbNjusM0ODU1PbyQ\nsVf2JMT6Y4+OQr39OqgrrtKJSLG29rBTkS2dN8dYHLKCXbtRJ98ntqWz6y3VLdNUyrSHgNqOEUuC\nm7ZOwp08jyKBxuOUwKYkF16z0ElsxwBzB55OCIhMM8S8D2GeAP/O8Y5f9tsIFAFzTgdmvsPy3lA9\ndD8eKWEAACAASURBVJhUVJrXiJ6nPwDle9ugXP8VsZDgNwW6T8kyZg4w8YVAmgzNlJe6ERzp8hAc\nzEGO2aB22AprOXW8osfDUB/a7FyXndpMJfb1CE3jzvVoDgKB+siPoH7hclBRr1gAiMW5VHvbHG8d\nSjkNFa1tIi7uimVMoINjBtGX94LaSydbJtLHC001rxX2leV+ePayEHbHMGAtvZDOIZ8ull3EKJy+\nNxiqYjIwnnb2vWMmbRohIPIJiEIW02X/8jQzIZeue5bIMUwIjGefSYioo09AQAf7bBEC3NrGdN9T\noAi+W74D38q7zXOrasyosTKOYQeSBRvx+0FKSrWIN5Gfrty8npyp982YcUryeVlg4gsBtjM1mKCX\n6CAXzDCdY1hkDqLUtRBQ/+eToK++6DAeN/LPtoDufhzY91fbF9a4dFMQJcTnpZgjCUwIKAT0d7/U\nhvnzk+JzE3Hunm2awJHUQsBxh28XeKLzuB+J2nUM4B25gNXGzqhjP2afXxzRwe34aJIQUMTmBQan\nhK8avYpuoEgcty6qwy9qoShK3KIwmadICFh8AoLPfOliUThnwCFE1BACabJiRT4Bp6ibVI5hPpLH\nS7KYyEkrEiJCsxb3W+E1AZE5SDcXkcaPmkmE3Psp7Dwm8l3w7znXZIh84GIo9/4SpErQiyILTHwh\nYDC/9D4BenA/ErdebahqOQ8RpRwD9tDdx+IwTVFzJvUg7G+KjFXYzrEf7u8FHeUKfcVMTcBAcSko\npaA9XVbTEJ85Sqw+ARx905xDtOb2YyzM9dGHQUX5DryctzN5PoOXKOJOXezH7vOJbek8IxbVzmfM\npLw8+Tt+3Xm1vUTfATs1OxfZwtOYZkwhoJo0iXwKTuYgkcPUIhRZgplDTL9LISB0DKcrjSByDCtE\nvGvXr+FrOhF73go/tv16Q0gItCRHTUAXAryprLIayve2gVzUZL6H/PMQaCpEsJ6WTH/OD0EIsZ6f\nI0x8IeC2aiO0CBV0HzOiRVwVkDM0jTTzA+buN5EQ7zCdwI/tyLzTaDp25m8XGlRApw3qiqugrr3V\n/P+Hd2sfLAlRFPTxX0L98jLgKFcGgdcE+DBHwMpIRc1F7OToTmH6xA6oN30KdGhQM0ft+HHytawk\nhSgu3O83aeL7NhhCwJ/ehm2L7bdEB5UKhACvCfDObT6mng9JPO3frTQTB4bMmpSInMUU5pj8bjWd\nJmDEz3PMT5SUxgvKAGfyYxCag8Tx84QPhTWuETA2oQnKwRwkoiM0nfvCLLdggDnDFcV4ZkQklPln\nyK0NKztObOtFSko1Zs3ql1VUAqfOAVl0nqUvhNl0hpuT+Yx4weG5D7Z3TNw8AcZoMvEJeEm6oGk0\nAZFjOBZNYtb00AGQU2Y52PzTVLfkaXWydtnXwT6OmnoOgy69BDEAcXet0HTQ5/Zon/luT4m4sybA\nY7AfNBCwxkfbzy0usQge9c4v28w83CIwplJdC7BOTSVlWsY0H8vO/5gZA/D5TKY441RzDp7RMgFW\nVKwJMN4xbMsQpYmEtf6QyH7v85v0+/xQbvq65v/QcxqsDJdjnj694BnHdEigWDtGVfN9E87p4BMQ\nhk5y985eGVGJZR4i5snD4hMQCKZ0JiY+Y9gQoNz3zK/Ga32WMiYpHMelFQDrTlfH+c30HBlSUsoV\nmuOuZ5qAX7zZIx//DMglV4AEiuC7fT0AgD7/jHmCyN/CItF47VaUDZ1jTFwhwGDXBFK5BOzn5NAn\nwDN3Gh0Fse3E1dU3wbflMbGwsuzS09HkcINqGk2Av4FwN2hJqbbLHRoEmfkOcU/dd8wFDtrq0AQC\nwGt6vDu/603EOaZFTDoqqiy7afUH64B/vQzlS98GhvrF91tiK3xnt/PzYMyiJmgKgeISTQgoXOgk\nr2Lz0SbCqBzuh23cRyUQHtXWlf0g7Vm+sahNE+DnZOUQ/OYj9Pm03aHPZ23gIqKDHRf5DPgwxmKT\naZGi4uQiaCJG6BTOaT8PsCaLpTMHsWJvojwEp3LJqWr7O9n82ftVUQnyqeuASI84Y503F7EqomXl\nprlyCicEmGDhn7HPB5y5CMq5FwBlFVC7OoDZpyXPA2jJmPYCjjz9zPTD3ycTAuUVINd8SctB0deb\nfPg/hfPkAhNXCDBNwM783F2s/XETVZrGJ0ATCW00/ocUjbrTHIxjgvmSzklnDqKgR94A1RuTJI1D\nKVijDvVbX9TC2tpfAQBNOImai4sikbjkN8vOJpHgdmwcvcGQ1aSiZ83yZifMPQM4ZRbIjFNBn/lD\n6hwBwGZK0Ofkd098BIpfwORFTkGn0EyGskqt2fnoiPljttMZi1rXTDSmU7Nzg6kJtBzAZGqiKqCU\ncvch2HXz76bIOcm/gBYBmEieU1TLxikWniWOO2Uci8ZMV1vIOMZ9P6D7jcqroLxfK3lOj3OZ3Fz1\nTQbWzQvlFSCfvBr0N9u1SrIMrM5TSSnIshXAkTdACIHvc+Z76/vW95PpSgVecImquk6boZF5ymyQ\n099tHFbu3+kt4MUjJrYQALyVjbCbYlJdk9QgxkFisJ2fRQiMOjcyT6sJpDEHOdJMoX7thmS6+Ot9\nAbMUhC4ADPTrQoB/2ezaRKDIWnOfFwJxuzlIp7c6CMCWJGXHmweBqSfBYCo8I5t6UnIROgIod2wG\njveA/ulJzSReXGI+IbZ748spWHZ0gteeY9hGGWEeLDuXM/UZO22GWFQLlWUQFV7zW81BSTTxz5eP\nyuGd2Unjc1SI/BD8mCJzEH8T3Jy0TzOFkZqgQ0cuG23QdsCaiYrXLgRF0vj3TJB7IIwO4v0x/Nrp\nGbRk2tu4e+MENR/TzzBiRu8o5/8HcP5/wAJWi6luKpSz34+cQEm+d94nQM69AGT2aZZ2pQDclXjJ\nAhNXCDC4iYYxzrXtpr1EBznlFIiEQCzqTI9QCKT53jKfg5Cw0ycKr/T7YXTSZqo6dFMWi2YoKoa6\ndb1WOtk+V1k50MtVoeRNSIk4xzy5l5y3qTpheEh/JvqZPCMrFuzKAZC3nQy87WTQZ5/WDvBMXpBJ\na2HY/C5Sf24WISLSBHia2LO2O1FjMcu682Maa5MuT8DCkAW1akROXFbdFLCa0th98GNaSisIatXw\n99Sn5z/UcK1gRc1c+KxWtokpKub8FIJQV54miybBwlIF2gdRwO6TBMxWkeQjnwB5xztB3sU1qtJt\n9eT9F5nlQrhoLXLav4Oe/HYoH7sKIpDzLgbKK00Hby7A5ysINAFCiOabGmNM4OgguyZArcfdwJX2\nkEYTiDtoAk47eiGTF8fwW5zI+mcaF+zw7fMDVgclkByxxDO6aBSU2UB9fo2xvnVIY2hz/808z27j\npKrW4Qi6U5RPFhNd49BJS7uGmAFQ/DXCxjgCc5DoGoXLpBVqAiT5GkAcIcMLIxZGmxSeOmjzCYgS\nv0xbujUaRRBVI2KelkxbztzDbqVIZNbixhRpAvbm8wzsXazmhIAoZp9nZLNP0+zmn74BBlGiUFeO\nJlEWsrjfryC6BwDxB0DevRA8SFk5lA0PgTR9xiirTviY/bIK+FZtTNp1AwDe/R4Qnw/KovNyuwsX\n9BBOKos+Dhh/CjKF3VyTkSaQ5jx+XCetwdAEuPmjKTSBdHHyvPAYHeGYl36OTQhQJzMRXzce0Fv2\ncUwpwQmJ4UHTEWa5j1Exc+VRE9QcWHFbspjoGsYUKypNOy4PYjsPsDI1EXiHKxuG7cCdHL+WQmBs\nV899H+Ds9yx8kHO4ole3N4es5Sfo31qttFnGFNjChZqAgxnFMIOIHMcOPoGiND4B5ojkImlIaJpZ\nsftzt4LufdbS8MaISOLBC4HgFNNuzm5VlIVsqY8jSFAT9fbltcVAetZFWLSQ4Tiu0kpl9/c6/p6V\n+3emHTdj8J3DDE1g/FlwVhR8/vOfR0lJCRRFgc/nw5o1azAwMIANGzagq6vL6D9cUaHtmHbs2IFd\nu3ZBURQ0Nzdj/vz5mU9uN+l4KSWdzo/A76wEQqDsY1di5N/Ogrr6ZpMp88w7FvWmCThl8w4NmkKA\nnZNk63cQUnZzUCJu3VnywmR4yAwH5ctY9PdazSQiIcDMJPYQ0ZPfDhx+HZjCxWszhlxelSwEFMXc\nWfM7U3ukEBufQWQr53wCRhRIkYMQEM3DmGdxickouXuneitGnmECSK4oWuwgBIzoIEFUDR/pU8T5\nJlL1wVUp0Hs8mSaRWYvf2bJaStNO0nwvXUctfQnI9BkgF33cer2o74ETI6sNAV0d1ndIVFO/lBuT\nvd98eKxfN/0QYr43ok5sDiDvfT/oIz8CQtOgfOlbKP7L0xh1uD6v9ne2TiedYoQe5yP5yyuyFkOr\nVq1CVZUZn7tz507MmzcPl156KXbu3ImdO3fiyiuvxOHDh9Ha2or169cjEolg9erVuPvuu41G9BnD\nU3QQi6W3lZpIOk2kCZiHyi68FCNsOvbS8kw10g36yIMOYwuEg5MQGB4EELLOL3L42sew0wNo9+yU\nwDY0wGkCtnFEdV+KS8zEFsY8EwmLA0+5/ivA6Agon1Am2pXz0HdulOvAZWEgIhjp93xNfM4xbETV\nOGTqijQBJix5IcAJCfLOeaAv/R04ZbaFFGovEFcscAwTYgYNFAnMJPz6s7X/tzNhSA5h4TVqOs95\nmtj4PONWFJDGj4I0vA803AU8+weQ098NcvZ52rvHmuDYolHIZc2a1icMcxQ0WAeg3Pg10BfbtFBj\n4xr9ev49r+QYsl6HiQRDnOBgMf1l5vvPm6jSgFzUBHLBpVo4blk5qpbfjO7ubtfX5wwzZ4FceT3I\nmYugfmOFdkwUpDDGyLnYa2trw9KlmjNl6dKlaGtrM44vXrwYgUAAU6dOxfTp09He3p5qqNQwdupp\nGDoPYzedrvIoNZguFWkNPr/xYtJHHtRq4zAnqqjFHBtVTZgv//z3JtMFJGsC5sXaX7c+AcspVBvX\nqZfs8XBSITsDInMQN45hv0/ErGaBKdNBTn671ebpF9jnjQuI2dWKp8VJYDAw3we/mzRaJDqUCRD1\nly0R7Not4ZZc+v6FTVDWPwQSnGKlhQmBVCUeCDEZGW+j5jUBdn1lNZQVq6Fce4t5Hm9PZpoTpSDL\nvwjMeqeWNMegv5OEy2wmhED5xDKQ2adBWXgulPt3goSmgQQCWqtDo1Cddd2VCz8G5b1LrRqXEXop\nZiNk2klQGj8qLCVtCRvWHbak8RKz4T1f6ZX9xvn1Kq8EgiGQy5cJ57bQQYg1W3ecQHw+KEsvAqms\nNu7JnnE8HshaDK1evRqKouCDH/wgGhsb0dvbi9pa7UWsqalBb6+m9oTDYdTX1xvXBYNBhMNh4Zgt\nLS1oaWkBAKxZswahUAh+vx+hkJn6f0x/8aoqK1EcCiHaUYkIABBiOY9H2B9ADEBlRRlKQiEMlZdB\n1InXp/hAFQWqfm5pKIS+khIw1uQvLsaUymoY9Sq/dweC374P3QB8tSEkhsUF00LVNVAVgm4AZe+o\nx9DevwAASoqKUKXTHOuPgK1Kld+HYv14pKgIUQDlxUUo59YjQoAogNKSEtg62KKurg6EENBYDJ0A\niioqYfMUAACK2l8CURSIxEBpTa0xbklVNUYAKEVFUBUfoCZQUl2DYQDlxSWgioJBACUlJcb9jAaD\nYBkIxaVlGAVQVFWdREegqAhVCxej56HNqHjvEgzo9ZRKq/X5ufDU6upqFOnj9ykEwwAqgiHjWZbX\n1WEAgC8QQKCkGCMAyquqwIpCV9bUog8wtFAVQGVdCIwtVdTUoh+Av6wCTOSWB+uM66dMnQpAY1J8\nzVJ/PIY4a62ZSKCiqtqkqaYWAwACAe0dBIDgzFPhq9PuIzrnnYgACMRGoU4/GYkjb6CmqhqBhkXa\nfULV7rPOvM/qt52ECAClsgpTPtwEfLjJQlO5T8EAgNJgHSodfhN2xEcH0QNAKSsT/o6i3XXG70wZ\n7IcKoGradOMZi66hsWp0Aii9+D9RdvYS9Dx4D4oCAfiargKoisp3zIb6o99BqapGLyhGWn6F0Ox6\nMONahULQB6AkGIJ65iJEn39GewZbH3N1T3bYecl4oHN0REuhqK7NCy1+D76GrITA6tWrEQwG0dvb\ni2984xs46aSTLN8TQrSwJ49obGxEY2Oj8X93dzdCoZBQhes9+haUk7tBj+vhbJSi68hha4SJjoS+\na+w/3ouB7m6oIuckgEQ8buy8+3v7MNjdDXXIZLEJQhDmaFGjowh3aa9sQtQwnN3HsaNGKOYwt6Mf\nGRxAVB+PcoKx99hbUPTjCb1q4WBfH4a59UgMaKxpuKsjeb6X9kH96ueg3Pg1AEDMIXJqpOVXRpSP\nAb1MwjAXZTSqX6+qVGPKo8MY0RWQwb5eY5douR+uyUtU35nG+J2jnlEci8dxvKwKyve2YSiRAPA9\n7b6YZhQIGEKgt68PRB9f7dNY90DUFCuDce2aBKVQ9UiewRHz+4FhTdypgFENcoDTCtn3cU6zGYyb\nZjwnU0J8sF9bF32nPzBi1kka1NcxxoXdhkejxn3Q4DSQ/7gCiX87E/SFNuDIGzg+0G98n9Dt94Oc\nE5VtsNTySiFNgz1aBvUwCEZdmj9oRGPnqj8gHJPq6414DPSijwNP7ETfdLO0sdPaTHm4BT0Dg4gS\nAuULX0XsHfWI63Z5g7bubtCPN0O5+BPoiZjlufs7tHsf9flBrvl/UNREVuYcJ14ylmBFLNXScgsv\nyRVCoRCKXGoZWZmDgkHNLlddXY2FCxeivb0d1dXViOgPMBKJGP6CYDCInh4ziy8cDhvXZwaNIdHv\n36n9y5hFdBTqlz5rCa9Uf7Mdia//D5iNx4hldjIH8aYBUbKY3Y5HVdNMU2YrKsanlcfj5nicqcBS\nKdPiExgCPfqmxhSMchA2c1BUM0HQPz+VdBv0ud3akLv1froicxA7ZndqMmFmSU7i1sVeYIt3DPPh\nqRbnp34Nbw5i87BKkCWlVvMBE+YO/gyq37+lBSIfisdMf3w0CXN+lpabDnHeLi0KSUxnlgI0M1ag\nyLxeVG5BVEwNupnmkitAZr0T5KP/BeXWtSC8fZ/1MmYx+2UVprnQYeNB9OJ0ZF5DetoZWIE/p/ud\nfrI25rkXQDn3AvhWbwbx+UCWXAjlulvE1wBQSsuMDSF590IQJ8es329G9bBjiz4AvHMeyIVN2lz5\n7ts9hlBy3CoyIxoyvXBkZATD+o5pZGQE+/btwymnnIKGhgbs3q0xn927d2PhQi1+t6GhAa2trYjF\nYujs7MTRo0cxZ06KuPF0sG9qeZv48JBhD6XtL4PufEiLVGEJUYkUfoTiUqtwEETfJMX2UpgFpwI2\nRssz9f5eTghwjO7AflNo8VFFQ4NQv3YD1HtWmyGfoyNI3PMNRFlfgVFBVU5G1uvtOk36XIKdATlr\nsfhio+a+gCETmLZpf8AwfxjMj08yS9c9S/Qj4CMmmODxB8TZpiKmxRXdonrCE6nlVG6WkFRaZtrx\neToETlqSrpQFoAuBAMjSD2nX8DZsrpNUynwJaBEqZNY7LceUj3xCG+Ntp0D53s+g3Pl/wKmztO9s\ndWWUVXdDWf9jkLn/hqm//FPSWCnxtpOB2adBufJ6MW1l5VDu2Q7yX9dZ57zq8yBnvc/9PB5AKqvg\n+99vgtTW5WX88QQpr0h/Up6RsTmot7cXd911FwAgkUjgnHPOwfz58zF79mxs2LABu3btMkJEAWDm\nzJlYtGgRVqxYAUVRsGzZsuwig+xmJnt0UDwKOtAH9TtfNo+xQmQGoxUIgbJya4y9KE9ApAmwHfop\n7wD0HTgAi6NO/doNUO7YpP3Dx0Yf7wF96jGtGQWfLLbzIfMc3dxDDx0AXn0RkRee02r+iEozM7Bm\nNUYEjEATEJVDBrioG243yxgthbn+AT8Cp81DvKbObO3IZ5iKYuH5nZyo6Qv/XjDnLNth27KYlQ/8\nB9R/PA+8vR6krAJ0aMCILCHvWQL6J823hNoQyHkf1qJK9M0LysrNteHpYJoMT/vbZujHUvxkRkeA\nymqQj38GtRd9FMfLuB06E0xFRVrxvOiIeAwHkLMWw2cX2MUl2jtgP/fkd3DTevuNkUARfF++M/U5\nbrQiidSYMl0Lny2A6KCMKZg2bRrWrl2bdLyyshIrV64UXtPU1ISmpqZMp0yNpGSpWHJPV4ZUpSDK\nyv9/e+ceHVWVJvrfPlWVkBAghITQEiJCgBgGHyQ8wiMmTWwQuKu1lRjvkoYLTC8RhFFAYckysZUF\n4SIKGFrvCOmh5zaP0WmmXTazhLYbJdjC2L54xCZKBmyxyQMISQgkqTN/nHqcqlSFpK2qVJLvt5ZS\ndWqfc746tbO/vb/9PRyumf4ikn38YTXUu1cCQ4ahinZif2YBANr85dj/+f/CyU+Mtk7vB68lrb53\nB/qYcf5dXZ0pjc995T7Hbvf/HU1unPp/HXHc05cS8OHNZDHnvDd1EfMfvyt4yUbcuu1UVVVh/7cS\n49gPhrjbedSC9VE4Jaq3oYr9lc20mdw1fUT6qjHproEwtvAVanZuhWGpaNv2Gud8ex79u28gLgHN\nMXu1O1JNqD6x7mmA04zXPx41OBkd0GbloQ+/Hf3MSUj4AWrmHNT4LN9ygtFHrDaUpmG7bSSqqgpt\nYwlERaF/YjgBKFuE4YXjJx2G4EZNngZDht+8YRdEW7MJrvh2jAk1na+G/l680yJ4D57eaX092jrN\nQT4G3Ojehq+yc9bczqI1+inHIG+1okwFTFTvGLSsGdgdSsBVA9dHyl772sdQ85e1eR+PylmXqj1n\nlKl3QNnnxutbklungfa1UdTLy7XyeqMxA/YVudnLZA7yke1RzZwDUVGe+VYsPoJhzIrFOfh6Rzi7\nr2r8f2wm+nvvmA+1wjYiDcuKFz0PPrrYGLxNezUqfTKc+wo1+2H0058aMzLNglb4KsTGGb/Z679B\naRbUqDHu83zkmVFZM4ySm84Vitdqy2nC0E01aYX2oc1f3tkiBA3Vp69vU2gn0HVzB92s/mxTk/+o\n3ZY2BvboGCNAyLlZ6ytBnA/0bxymJp/l9UwDoUMJKKsNUu9AzV2CMmUp1H+51fg8a0ab9wPg2//2\niBsw26CVubC8E1+zT1uEe2Bymq68ql9pT29A5czy3Hz1kTxM9Y5Bm53vs4KSB2abv9McdcO3ElDp\nmWiL16BmPIgak+5o24YJzPt8WwQq0ctrzWZDy1uIio5BW7MJrcCooKYGJ7tstMpXPnofaHMfRyva\n6T7gr7a0c9ISBhGigmCm664E4uKN/O5OfK4E/KVu8L8xrKJ6e5pZnMrG0VZbVuD7mpWOEHxff+Rm\nM8pFRztNc81a7SYTjwuzmSY+0VAeXgVadO+ZvtkzyZet35c5yGoz/mu6AX37G/JF9XYrl17RqBFp\nqBFphpeSE9fG8E26kPPziEj3bN/8PPysBLRV69FP/tkYjMcavvL878dg6Ai4/XukG/EiIDMyzY8H\nlZnm1ukQBCEc6LorAWfYuHOw87Un4B1d66Qt7yBvF0/XDFU3IhSds1GANMdgFB1jZN0E34OiaVbu\nss+bfeV9eZ6YlYDTBdCchwfQ3/VKdmXe3HSe7y9zqBOrzf3snG57vaJcStDDe8FHtOhNc5+48rr3\nQncoMGV2afSjBNTI0a3S/CqbzYi4DIPoTw9M8qgBCT6bqKzpqInZqJkPhUoqQWgXXVcJOAdwx0xd\n97US8JvJs40Ect7eKs7ByZyz3YH2xHNoBVuNWACnPL7MQbE+4iE8PGAcs0dzwJZZCTgHSm9/cOdq\nZegIz3bm802DuHLY/1XmD93trNbWIez9B7ivbcrBTrPjWfTu0/4siM7yeHdNcCf/Mud1d7r9tSft\nR7jiYf7y/TxUVDTawqc83UYFIQzo+kqg6YbhY98qgVobG8MdWQk0mVYC3km1rFYjP47Z5uwYFLVl\nBSiHr7XSLMZmaZzZV9306J0brgNNlZHM+V4cisk8g3a9juzlvpZZdqcyM5snIiPRNv0Lap67Apmy\nRbifx+13ombmof2f5e4NZ/OglTwcInsZXjZOxeYIHvKH6t0Hbd3rhl+5MxlbTF9jsIzu7XaV7UBC\nsLDDvBLwF3chCGFK190TMM/izZG4Tpqa/H+7tpLOebtMOpWA3loJuPChBNSYdI91g7ZoBXpzM/bF\nDhdZrbU5SPXu466WFGXKXx/VeiVgSUik+eoVI/rVlbzOpARcydrMUb5WlDnBGBgbmaZEY+qBR43j\nziA080oiLgHLq/sM8Rc8CVV/Q3mZqHyhHMpNW/gU+qHfwqAktFf+v2ES+8pRE9msALsapj0BZ5Su\nIHQVuu5KwOzj3+SjsHtbOf3b8g7yDoS5cXMloBwFogGPfOyt2nn4zJuyQd6SbJhN7p7o/tyZxmDw\nrW6vHpM7p8W5zxAVhXJsnKqUNPc1HTN0bVae+5o389QxXV/lLTBm634iZdXAH6DSOrZBq5KHoS34\nJyP0v1eU4S8/6g7UjAf9Rqh2BYJdA1YQgkmX6L0tS/NaH/RYCbS2/+s3rvs3Bzl9tnU7WK1oG95w\nfaSGDHO3GzTY7d/d1krgVkdAy+i7XXb3m2Iu3jEiDcv2N9HMgUj9B6AVbEVb8qx7BeAMGANsI0cb\nL641oO57CO0Xb3lsSqoRaWjb9qDGmswTvjZxrTbP/PkOtB/OxvLav/9dCQA7grJY0B6cZ3jpCIIQ\ncrqGOchfVKyThvrWs/66q35nsfp3f0X/8gvXZq8yb8gm3oKanItKn4R9/7/C1Vqjfq7eemPYiYqO\nQdu2p11fRS14Er4ug+RhbTeMjXPnqx86wjANOW3qQOS4KdT962tw5ZIxUJsHeMdr5b0qSfBhcrHa\nIKYf1FT6fV6CIHRfuoYSAHTvWb3dbtjAr9VD7ZXWwUZXr6D78soB+OwY9s+OoXJmuZKJaS++Bldq\njPTXzqjd3+6Gv5xA3/26oQQ0/7PiVgOuH7TMHMjMuWk7j2Cl1DtQ+T9DZUyGxMHQfwCWIY787U1l\n9QAAEX1JREFUMF42fu2pF4xSgb6u6StZlc2KuiMD/Y8HJJWBIPRAuo4S8B7kdR36xcK1evTzZ1v5\nmev/+VarTIeA4c75VZnxur7O5a+vEm/x3OAFqDhjXOvwfzoyJAbXNAIYFaK84huUUqhps43XDhu/\nUgpt3eut0xTcfmera2oFW43v6gurDfXwP6Im5fqOMhYEoVvTJfYEgNa5ZXTdiHAF9D3/z3cqAWcW\nTTDSHxRsMTZhnZdouOrfzg/wD47AsL6xhhtqkO3jANqEe9AmT2tXWzXwByh/qx1zu6ShqFH/4PtD\nq81wdb1thO/PBUHo1nQZJaB7D/K67lmYwvx50lCjycelxvuUNLTlhUaKXbMrYn1dmwO79vga1H0P\nQe1laGwIiRIIOf7qDgsdZ0TazdsIQpjRdZSAd/EU3Q4WCyr/H423phQK2v96xJ1vBsdg7jCTqEEm\nd876tlcCyhaBGjbSeHP68+6pBNoohym0H63439CeevHmDQUhzOg6SqDpBvr164anDjhcNjWf1Yb0\n+que1ZTMm6zJpqpOdVc9c/j4YsRoI5pVt/tPSNeFCbYLaE9BRUS2rjgnCF2ArqMEGq9hXzoH/V+2\nOQ7oxj7t4KGtG/eKhliTcjCH9ZtTNzS0bQ4CR9qDRx0bzM5aAN2BPv08n5EgCD2SLqMEmk4bxVL0\nD98zDjhWAt7pBrRlBaiMySizm6RXUi9t+5uocVONN6bUzH5JuxtGpKE9sfbvlj/c0DaWoK3/584W\nQxCETibkSuDTTz9l+fLlPPHEE+zfv//mJzho+vpL12u9scEVwauUMkoJOlBj0g0Tx1CT2ccrXYKy\nRcCYjHbfW0VEYnl6Ayrt7nafE+4oq1XMF4IghDZOwG63s2PHDtauXcuAAQNYs2YNGRkZJCW1nYkS\noMVZuQvQ/+PXho3ekbPFV6oGpRTaUy+gH//AZ24XNeEe+OxYa68jQRCEHkRIlUB5eTmDBg0iMdEI\nSpo0aRLHjx9vlxJorjhjpDXu08/IROmFVritdarn2+/0GTwFRtIv9dgzf8e3EARB6D6EVAnU1NQw\nYIB7M3LAgAGcOXOmVbtDhw5x6NAhADZs2ED0T+bS8Ns9RP9wJtGz86h/61c0lZ8mJmcGkfGOjd74\n+FbXCRZWq5X4EN4vXGVwEi6yhIscED6yiByt6QmyWDtg6g1Lo3Bubi65ubmu99fvm8PARx+jurqa\n6wBzFgBwFbhaVeXzGsEkPj6eqk64b7jJ4CRcZAkXOSB8ZBE5WtMTZImPjycion31rEO6MRwXF0d1\ndbXrfXV1NXFx7asoJf7sgiAIgSekSmD48OFcuHCBixcv0tzczNGjR8nIaL+XjiAIghBYQmoOslgs\nLFiwgHXr1mG328nJyWHIkCGhFEEQBEEwEfI9gbFjxzJ27NhQ31YQBEHwQZeJGBYEQRACjygBQRCE\nHowoAUEQhB6MKAFBEIQejNJ1Xe9sIQRBEITOIexXAqtXrwZg4cKFHTrv9ddfD0rbjsoSLDl6wvPo\naPuu+kw6cn35bcJblnD5fTpy3bBXAk6io6M71D49PT0obTsqS7Dk6AnPo6Ptu+oz6cj15bcJb1nC\n5ffpyHW7jBLo3bt3h9p3JBK5o1HLHZElWHL0hOfR0fZd9Zl05Pry24S3LOHy+3TkupbCwsLCdrfu\nJIYNG+bxbzgQDrKEgwxOwkWWcJEDwkcWkaM1PUGW9l5XNoYFQRB6MF3GHCQIgiAEHlECgiAIPZiw\nUgLV1dVs3LiRZcuW8cQTT1BSUkJzc7Pf9u+88w7XrwenRvDcuXODct2OcuzYMfLy8vjrX//a2aIA\nN38uhYWFfPXVV0G7fzj1EZB+4g/pJ27CpY/4I2yUgK7rbNq0iXHjxrF161a2bNlCY2Mju3fv9nvO\n7373u6D+gYcDpaWlpKamUlpa2qHz7HZ7kCTqPKSP+Ef6iRvpJx0jbMpLnjhxgoiICHJycgDQNI15\n8+axdOlS5syZw759+/jss89QSjFt2jR0Xaempobnn3+evn37UlBQEHCZGhsb2bhxI/X19TQ3N5Of\nn8+4ceO4ePEi69evZ9SoUfzlL38hLi6Op59+ut3l3Dpy/7KyMgoKCigqKiIvL4+TJ0+yb98+evXq\nxXfffcfo0aNZtGgRmqYxd+5c7r33Xr744gsWLlxIampqQOVxcvLkSd5++21XIN+OHTsYPnw42dnZ\nQbmfk3DsIyD9xB/ST9x0dh9pi7BRAufPn+e2227zOBYdHU18fDzvvfcelZWVbNy4EYvFQl1dHTEx\nMbzzzjsUFBTQt2/foMhks9lYuXIl0dHR1NbW8uyzz7p8dS9cuMDy5ct57LHH2Lx5M3/605/IysoK\n6P2PHz/OXXfdxS233EKfPn34+uuvASgvL2fz5s0kJCSwbt06jh07xsSJE7l+/TopKSn89Kc/Dagc\n4UI49hGQfhJuhGM/6ew+0hZhowTa4uTJk0yfPh2LxQJATExMSO6r6zq7d+/m9OnTKKWoqanhypUr\nAAwcOJChQ4cChj9uZWVlwO9fWlrKzJkzAZg0aRJHjhwhPT2dlJQUEhMTAZg8eTJlZWVMnDgRTdOY\nOHFiwOXoCnRWHwHpJ12JnjqWtEXYKIGkpCQ++ugjj2MNDQ1UVVWRkJDQKTIdOXKE2tpaNmzYgNVq\nZcmSJdy4cQMwNLsTTdNcxwNFXV0dJ06c4Ny5cyilXLbbtqqy2Ww2NC342zwWiwVzeElTU1PQ7wnh\n2UdA+ok/pJ+46cw+cjPCZmN4zJgxXL9+ncOHDwPGhtWuXbvIzs7mzjvv5ODBg7S0tABGxwfo1asX\njY2NQZOpoaGBfv36YbVaOXHiREg1tHNJuH37doqLi/nFL37BwIEDKSsro7y8nIsXL2K32/nwww+D\nZtP1R3x8PN988w1NTU3U19fzxRdfhOS+4dhHQPqJP6SfuOnMPnIzwmYloJRi5cqVvPHGG7z11lvo\nus7dd9/NI488gqZpXLhwgZUrV2K1Wpk2bRozZswgNzeXdevWERcXF9DNnJaWFmw2G1OmTKGoqIgV\nK1YwfPhwBg8eHLB73IzS0lJ+/OMfexybMGECBw8eJCUlhR07drg2/MaPHx8SmZzPJT4+nszMTFas\nWMHAgQNb2V+DRTj1EZB+4g/pJ27CoY/cFF1oxdmzZ/XVq1d3thg+OXHihL5+/fpOuXc4P5fOIJyf\nh/ST8KArPIuwWQmEC++++y4HDhxg/vz5nS1KWCHPxRN5Hr6R5+KmqzwLSSAnCILQgwmbjWFBEAQh\n9Ig5CKiqqqK4uJjLly+jlCI3N5eZM2dSV1fHyy+/TGVlJQkJCTz55JPExMRw9epVNm/eTHl5OdnZ\n2R6l3AoLC7l06ZIr4m/t2rX069evs76aECAC2Ueam5vZsWMHp06dQilFfn5+j/Xb724Eqp9cu3aN\n5557znXdmpoapk6dGhTTkpiDgEuXLnHp0iWGDRvGtWvXWL16NatWreKPf/wjMTEx3H///ezfv5+6\nujoeffRRGhsbqaio4Ny5c5w/f76VEpg7dy7Dhw/vxG8kBJpA9pF9+/Zht9vJz8/HbrdTV1cX1Ihm\nIXQEsp+YeeaZZ5g3bx5paWkBl1nMQUD//v1dVXiioqIYPHgwNTU1HD9+nHvuuQeAe+65h+PHjwOG\nT3FqampI83sInUsg+8gf/vAH7r//fsAIDhIF0H0Ixljy7bffUltby+233x4UmcUc5MXFixc5e/Ys\nKSkpXLlyhf79+wMQGxvrCvO+GcXFxVgsFiZMmMCDDz6IUiqYIgsh5vv0kfr6egD27t3LqVOnSExM\nZMGCBcTGxgZdbiG0BGIsATh69CiZmZlBG0dkJWCisbGRl156ifnz5xMdHe3xmVKqXT/CsmXL2Lx5\nMz//+c8pKyvj/fffD5a4QifwfftIS0sL1dXVjBo1iqKiIkaOHMmvfvWrYIosdAKBGEuclJaWMmXK\nlECL6EKUgIPm5mZeeuklpk6dyoQJEwDo168fly5dAgxbX3uW7XFxcYCxFJwyZQrl5eXBE1oIKYHo\nI3369CEyMtIVvTtx4kTOnj0bXMGFkBKosQSgoqICu90etGL0IEoAMDL8vfbaawwePJjZs2e7jmdk\nZLjyjxw+fJhx48a1eZ2WlhZqa2sBoyN8/PHHDBkyJHiCCyEjUH1EKUV6ejqnTp0CjNz3SUlJwRNc\nCCmB6idOSktLmTx5clBkdSLeQUBZWRnPPfccycnJrmXaI488wogRI3j55Zdd2Qedbl0AS5YsoaGh\ngebmZnr37s3atWuJj4+noKCAlpYW7HY7Y8aMYd68eSHJ2CgEl0D1kaSkJCorK3n11Vepr6+nb9++\nPP7448THx3fm1xMCRCD7CcDSpUtZs2ZNUHMNiRIQBEHowcgUVRAEoQcjSkAQBKEHI0pAEAShByNK\nQBAEoQcjSkAQBKEHI0pAEEJMYWEhv//97ztbDEEAJHeQ0E1YsmQJly9fxmKxoGkaSUlJZGVlkZub\nG/A4jYsXL7J06VJ2796NxWIJ6LUFIdSIEhC6Dc888wx33HEHDQ0NnDp1ipKSEsrLy3n88cc7WzRB\nCFtECQjdjujoaDIyMoiNjeXZZ59l9uzZJCcn8+c//5k9e/bwt7/9jejoaHJycsjLywNg/fr13HXX\nXdx3332u66xcuZK8vDxXnh9/FBcXExkZSWVlJadPnyYpKYlly5YxaNAgAD7//HN27tzJpUuXyMrK\nwjs+87333uPtt9/m8uXLpKSk8LOf/YyEhAS+/PJLNm7cSFFREfHx8VRUVPD888/z4osvBjWCVOhZ\nyJ6A0G1JSUkhLi6OsrIyACIjI1m6dCklJSWsXr2agwcPcuzYMcDI8f7BBx+4zq2oqKCmpoaxY8e2\n615Hjx5lzpw5lJSUMGjQIPbs2QNAbW0tmzZtIj8/nx07dpCYmMiXX37pOu/48eP85je/YcWKFbzx\nxhukpqayZcsWAEaNGkVubi7FxcXcuHGDbdu28fDDD4sCEAKKKAGhWxMXF0ddXR0Ao0ePJjk5GU3T\nuPXWW5k8ebIrkVtGRgYXLlzgwoULALz//vtMmjQJq7V9i+Xx48eTkpKCxWJhypQpVFRUAPDJJ58w\nZMgQJk6ciNVqZdasWR61Aw4ePMgDDzxAUlISFouFBx54gIqKCiorKwGYM2cODQ0NrFmzhri4OKZP\nnx6oRyMIgJiDhG5OTU2NK1HXmTNn+PWvf825c+dobm6mubnZVds3IiKCzMxMPvjgAx566CFKS0tZ\nsWJFu+9jHtgjIyNpbGwEjLTBAwYMcH2mlPJ4X1lZSUlJCbt27XId03WdmpoaEhISsFqtZGdnU1JS\nwrx586RAkRBwRAkI3Zby8nJqampITU0FYOvWrUyfPp01a9YQERHBL3/5S1fqb4Ds7Gy2bdtGamoq\nkZGRjBw58nvLEBsbS3V1teu9ruse7+Pj4/nJT37C1KlTfZ5fU1PDm2++SXZ2Nrt27WL9+vXYbLbv\nLZcgOBFzkNDtaGho4OOPP2bLli1MnTqV5ORkAK5du0ZMTAwRERGUl5dz5MgRj/NGjhyJpmns2rWL\nrKysgMgyduxYzp8/z0cffURLSwsHDhzg8uXLrs/vvfde9u/fz/nz512yf/jhh4ChMIqLi8nJyWHx\n4sX079+fvXv3BkQuQXAiKwGh21BUVITFYkEpRVJSErNmzeJHP/qR6/NFixaxa9cudu7cSVpaGpmZ\nma6av06ysrLYu3cvq1atCohMffv25amnnqKkpITt27eTlZXFqFGjXJ+PHz+exsZGXnnlFaqqqoiO\njmbMmDFkZmZy4MABamtryc/PRynF4sWLWbVqFenp6UErOi70PKSegCCYOHz4MIcOHeKFF17obFEE\nISSIOUgQHFy/fp13332X3NzczhZFEEKGKAFBAD799FMWLVpEv379mDJlSmeLIwghQ8xBgiAIPRhZ\nCQiCIPRgRAkIgiD0YEQJCIIg9GBECQiCIPRgRAkIgiD0YP4H5Fw5U8awHpEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8591015630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc[(df['Sessions'] > 5000), 'Sessions'] = np.nan\n",
    "df.set_index('Day Index').plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More info on why we use log here - https://people.duke.edu/~rnau/411log.htm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day Index</th>\n",
       "      <th>Sessions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>1.386294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>2.079442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>3.737670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>5.451038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Day Index  Sessions\n",
       "0 2014-09-25  0.000000\n",
       "1 2014-09-26  1.386294\n",
       "2 2014-09-27  2.079442\n",
       "3 2014-09-28  3.737670\n",
       "4 2014-09-29  5.451038"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Sessions'] = np.log(df['Sessions'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rn0BLjzFfC7eH7KPWRZyddBpw/CDLNn+U6++G8oT2dO965nUov7zGfAqR+yE/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\nEESKQcJNEASRYpBwEwRBpBj/D3z0AzrL4ZU0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8590ed4a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.set_index('Day Index').plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rename the columns to comply with the prophet API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>1.386294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>2.079442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>3.737670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>5.451038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds         y\n",
       "0 2014-09-25  0.000000\n",
       "1 2014-09-26  1.386294\n",
       "2 2014-09-27  2.079442\n",
       "3 2014-09-28  3.737670\n",
       "4 2014-09-29  5.451038"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = [\"ds\", \"y\"]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a prophet object and fit it to our data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x7f8590e28a20>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 = Prophet()\n",
    "m1.fit(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the future days we want to predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2018-02-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>2018-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>2018-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>2018-03-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>2018-03-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "1250 2018-02-27\n",
       "1251 2018-02-28\n",
       "1252 2018-03-01\n",
       "1253 2018-03-02\n",
       "1254 2018-03-03"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future1 = m1.make_future_dataframe(periods=365)\n",
    "future1.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predict the future!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast1 = m1.predict(future1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the values contained in the forecast dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>t</th>\n",
       "      <th>trend</th>\n",
       "      <th>seasonal_lower</th>\n",
       "      <th>seasonal_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>yearly</th>\n",
       "      <th>yearly_lower</th>\n",
       "      <th>yearly_upper</th>\n",
       "      <th>seasonal</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.664253</td>\n",
       "      <td>-0.012358</td>\n",
       "      <td>-0.012358</td>\n",
       "      <td>3.664253</td>\n",
       "      <td>3.664253</td>\n",
       "      <td>3.062057</td>\n",
       "      <td>4.292373</td>\n",
       "      <td>0.184423</td>\n",
       "      <td>0.184423</td>\n",
       "      <td>0.184423</td>\n",
       "      <td>-0.196780</td>\n",
       "      <td>-0.196780</td>\n",
       "      <td>-0.196780</td>\n",
       "      <td>-0.012358</td>\n",
       "      <td>3.651895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>0.001124</td>\n",
       "      <td>3.688755</td>\n",
       "      <td>-0.228551</td>\n",
       "      <td>-0.228551</td>\n",
       "      <td>3.688755</td>\n",
       "      <td>3.688755</td>\n",
       "      <td>2.841947</td>\n",
       "      <td>4.023345</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>-0.229483</td>\n",
       "      <td>-0.229483</td>\n",
       "      <td>-0.229483</td>\n",
       "      <td>-0.228551</td>\n",
       "      <td>3.460204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>0.002247</td>\n",
       "      <td>3.713258</td>\n",
       "      <td>-0.780730</td>\n",
       "      <td>-0.780730</td>\n",
       "      <td>3.713258</td>\n",
       "      <td>3.713258</td>\n",
       "      <td>2.319354</td>\n",
       "      <td>3.564319</td>\n",
       "      <td>-0.520686</td>\n",
       "      <td>-0.520686</td>\n",
       "      <td>-0.520686</td>\n",
       "      <td>-0.260044</td>\n",
       "      <td>-0.260044</td>\n",
       "      <td>-0.260044</td>\n",
       "      <td>-0.780730</td>\n",
       "      <td>2.932528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>0.003371</td>\n",
       "      <td>3.737760</td>\n",
       "      <td>-0.673173</td>\n",
       "      <td>-0.673173</td>\n",
       "      <td>3.737760</td>\n",
       "      <td>3.737760</td>\n",
       "      <td>2.442374</td>\n",
       "      <td>3.660751</td>\n",
       "      <td>-0.385316</td>\n",
       "      <td>-0.385316</td>\n",
       "      <td>-0.385316</td>\n",
       "      <td>-0.287857</td>\n",
       "      <td>-0.287857</td>\n",
       "      <td>-0.287857</td>\n",
       "      <td>-0.673173</td>\n",
       "      <td>3.064587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>0.004494</td>\n",
       "      <td>3.762263</td>\n",
       "      <td>-0.028859</td>\n",
       "      <td>-0.028859</td>\n",
       "      <td>3.762263</td>\n",
       "      <td>3.762263</td>\n",
       "      <td>3.158738</td>\n",
       "      <td>4.331406</td>\n",
       "      <td>0.283490</td>\n",
       "      <td>0.283490</td>\n",
       "      <td>0.283490</td>\n",
       "      <td>-0.312349</td>\n",
       "      <td>-0.312349</td>\n",
       "      <td>-0.312349</td>\n",
       "      <td>-0.028859</td>\n",
       "      <td>3.733404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds         t     trend  seasonal_lower  seasonal_upper  trend_lower  \\\n",
       "0 2014-09-25  0.000000  3.664253       -0.012358       -0.012358     3.664253   \n",
       "1 2014-09-26  0.001124  3.688755       -0.228551       -0.228551     3.688755   \n",
       "2 2014-09-27  0.002247  3.713258       -0.780730       -0.780730     3.713258   \n",
       "3 2014-09-28  0.003371  3.737760       -0.673173       -0.673173     3.737760   \n",
       "4 2014-09-29  0.004494  3.762263       -0.028859       -0.028859     3.762263   \n",
       "\n",
       "   trend_upper  yhat_lower  yhat_upper    weekly  weekly_lower  weekly_upper  \\\n",
       "0     3.664253    3.062057    4.292373  0.184423      0.184423      0.184423   \n",
       "1     3.688755    2.841947    4.023345  0.000932      0.000932      0.000932   \n",
       "2     3.713258    2.319354    3.564319 -0.520686     -0.520686     -0.520686   \n",
       "3     3.737760    2.442374    3.660751 -0.385316     -0.385316     -0.385316   \n",
       "4     3.762263    3.158738    4.331406  0.283490      0.283490      0.283490   \n",
       "\n",
       "     yearly  yearly_lower  yearly_upper  seasonal      yhat  \n",
       "0 -0.196780     -0.196780     -0.196780 -0.012358  3.651895  \n",
       "1 -0.229483     -0.229483     -0.229483 -0.228551  3.460204  \n",
       "2 -0.260044     -0.260044     -0.260044 -0.780730  2.932528  \n",
       "3 -0.287857     -0.287857     -0.287857 -0.673173  3.064587  \n",
       "4 -0.312349     -0.312349     -0.312349 -0.028859  3.733404  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2018-02-27</td>\n",
       "      <td>7.848040</td>\n",
       "      <td>6.569701</td>\n",
       "      <td>9.183382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>2018-02-28</td>\n",
       "      <td>7.787314</td>\n",
       "      <td>6.532167</td>\n",
       "      <td>9.077855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>7.755146</td>\n",
       "      <td>6.538959</td>\n",
       "      <td>9.107978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>2018-03-02</td>\n",
       "      <td>7.552382</td>\n",
       "      <td>6.357826</td>\n",
       "      <td>8.845762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>2018-03-03</td>\n",
       "      <td>7.011651</td>\n",
       "      <td>5.742724</td>\n",
       "      <td>8.390236</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      yhat  yhat_lower  yhat_upper\n",
       "1250 2018-02-27  7.848040    6.569701    9.183382\n",
       "1251 2018-02-28  7.787314    6.532167    9.077855\n",
       "1252 2018-03-01  7.755146    6.538959    9.107978\n",
       "1253 2018-03-02  7.552382    6.357826    8.845762\n",
       "1254 2018-03-03  7.011651    5.742724    8.390236"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast1[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2560.709477</td>\n",
       "      <td>713.156765</td>\n",
       "      <td>9734.015115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>2409.836175</td>\n",
       "      <td>686.885011</td>\n",
       "      <td>8759.156056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>2333.549138</td>\n",
       "      <td>691.566553</td>\n",
       "      <td>9027.025287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>1905.275686</td>\n",
       "      <td>576.990613</td>\n",
       "      <td>6944.894977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>1109.484324</td>\n",
       "      <td>311.912946</td>\n",
       "      <td>4403.857201</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             yhat  yhat_lower   yhat_upper\n",
       "1250  2560.709477  713.156765  9734.015115\n",
       "1251  2409.836175  686.885011  8759.156056\n",
       "1252  2333.549138  691.566553  9027.025287\n",
       "1253  1905.275686  576.990613  6944.894977\n",
       "1254  1109.484324  311.912946  4403.857201"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(forecast1[['yhat', 'yhat_lower', 'yhat_upper']].tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the forecast for the next year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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11r8dZ+p9bCsI9X57oq+1idAXkBkpYSemec5gB5TkBK97LPUx+lV7\n82TO4uDlDvuiMddUR3krxR88tBvv/sFeSCJbmVw3UIXRVo/qoRGZKe2b/fMqwan0Lpj8Y2vxOhv+\n5rGDSDJCRyFEIXADXpZ0ODFomstS78IP+i6DEMLecTBPTcYSgVDCc1ILfF8YR4FAQSvmSAh0FYOc\n7/9Lm4aQSsJCfQ4yUq8x/ufW9RlbhWnI8xNpDPesPYrXfmMHKjrTGoBdP5D3QIeBQHfJ7dPC9shV\nj9vzy/li3RfX5nH1ZOxTpxEWxucA52o182xj5cqVeO973wsA50SF3lxQSSkR6wuqOJOoJ3O/qt83\n3rS34faPN7F3Dl3RpwIiOqV/hGdbafcFUTOV0wbvH4+a935IIuwaa9qK4b6yu9V7aCLBQKVpl/Mr\nlUSACFTEl60gStfdb34XCmEF8b5y0zbVtbJlsIaRmptoB+SbsQLhIque2bQB73/7m/GFez6lKrUb\nN0DCRX4dDyKy5y2nZUxBUgB+SoEv3qx9QAhct+IWFIsFJXCjAm582a05UTZl6ppQFdlrl6/AR+/7\nEt505/tw9/1fwbIbb1LH11LFlp4gB+l9EkJHtLXstidCxycq9oJJSonuXjVG95plK/CPn/0yfvW3\nfhdXXncDRBCASEW3rdHRbTY2zXsPSB9EEJisZrLnwiKcKDUT6Hyxnrc3uMpoq4DO2RaO4TE2zXI2\nn9izvfpi1a9om19vOlKzqSN7y01sHay59Up9Ee69ka3Nd+aCSeZOAJBo+0jrHZjxpmok6yk5z+2C\nttCKWrtdbx/NtvRh5M6nEOrf1QVd7iInXzF2IjcKgK5iiHFTnW0LMVhN7DhqU1kOPTENAO0F99hU\nZ83fjX3T/C3uPzwJAHjd/9mJZ3RahC+M/cY+JdbzItfYhnrbQvtWRi3CuKMwtYo92ztEZxoWxucA\n86lD/lzgXKnQmwsqEwd148pb0Egkdo40jv/iFkqhwNNDddugclKNVS2cSJWVkL9tl8q5r2MmNm3a\nNOsLoyOTSW7U74l8MfgeQSIgzVR+LRGwbzy2x5ZKQqUpMdFIXSyXrphCfzk3p4sKg5c8oKO2zP4O\n1Vw2rv8+CKhYKT/ay28KA5xveXO/y+NN0gRb16+xIsVUp4/FRDPTaQ00o3g7VIlzFwHWUUpONL7k\nhhW4/ytfx++944/wkXu/iGuW3eSWA2HzUTVK1wltoSvrwLXLVuB333YnXnL9ClsVz2T+s5m/jZ9P\nRPATMfyP8/bNG/CVz38ud7yrHv0xntm0AQTCS5etwHv/6u/w//7xX6JYdNFtK152W+6CZEqFmJAb\ndjLlnJHed6+B0Re53mEgo5zudMcL01AJQFBOeOdEM3k5xtDi19snb4V4Tn+mAODFPSpD98OPH8KY\nFooCziIAAHvKTfzbthHcs/aIPv6WfZfSu2ByB7JzpI5f/8YObDri8p5NZu9oPUMY5BvketsiVL0L\n1MOV2H4OWk+NTTzRB5lJZXPxq6u+9SESTlCGgaoYmyl2C9sjW9WNAlcNjlqEsS+02wsBokBYW8Q+\nPYnue9vHsF9Xj69c2ObOoc489sVwqcXq4Vsk/OMohsI214UBZtwnU70+2ZHwpwsWxucIpprJovjU\nc65U6M0F1e+/+3/gw//yBVx5/QpIwP5BnQsEoBgI+yVzsqN/fY5WkzmNvwX0rWIJ7NW34J8bqT9v\nk5fWrVuXuzD66RNP5rKAd3mDJBqptJ3YRMBEY+77UGlmObFaCIVKHICqMJkvOwIQhciJX9t8RsoW\nMNVzSvZ2OWnPqqmMCbj3sZZI7C03rRAkXdkzI4LN+jauX49vfv6z2L55g14nsOxmz4oQFXDdTbdY\nUWH8zDN5DyURdo40UAoD+NbnNPOryIS3PLjLjp31K3l+hVMIYNmNN+E33/JOXLN8BbZuXI+PfOA9\neN+bfhv3fftH+P9+vB8/fE7l1fq5tkrw6osPykeU5aq/aLEP6P+aW/rT+W9/8vB3ILP8sW9a8yQ+\n8AdvwMPfesCu76XXr8CnPvdl3PKKX8SlV74EO7dvdxc43kZtQ6Fw6Qi+qPWFu28zgH/RQXmRl3lK\nViVWmMfOSqGO0ZmMWy9DpX0PRE5oS+/cTsQp3v39PfjozwbstgH12TugLw6XdEYY92wGP9tfwZc2\nDePRvROuGc97v/0bEtJTsmZ9//izAfsZ7PM9vIFAdzFf8fQrxnvKTUipxKA5Z3a7yJ/bjNRyC3K+\nXScg8xVjgc5CXoRmBFTiDFEg7KTIUOSrs63WjK5igEbqLpiHqgnueeoo3vndPfZ3pknP3OnzxXoh\nEDanOApEbgpfq83C7EckBAqBW246e0f1BO5Gngk4ro1h5ogRlKtWrcLtt98+ry9GVq5ciY5LrkWc\nScSZRCkUNi3ArxocD3Orfu1T6/CTnz6By25YiZcufrmLtJojB8abWNAWoqcUIc0IY40U53UVQUTY\nfLSGZed16AQCN6o3k4SxegohBBa0hWgrCBytJri0rw0pEXaPNXDJghLaC9NPgJotK1euRKGgvlQK\nhQJuufU2jNQSWxUZrqVIZA0vXdwBItXAs6hDLV9L3RdDnMncdKuZEFDh+Csv7IIk0sJYYmG7+oIc\nraW4vA+uSqj9v0K4Kq6p7PnNTebLXMC7AU3qy4u0F7kaS/v6A+Mx4oxw9eJ2vSxZzzIAbNu4Hn/9\nnt9HEqsRxos//xX0XXE9rlm+Av9435ewcd1qLLv5Vlx67fIp+beHKzGuXDQ1Li6TrllLCR+lbv5z\n3wQ+tfoI/v6XXowrF5YAAKsOTOoDm94vSwA2rF+HHz72MyxauBD/fPddkMVOYHgvdiTfBH7tT/HT\nfRN41eUL8vm3xiIhzHhjt9Kc4G25s5GzZni+Wrt/Ir9//hazLMW9H/87XHbV1bjuxhWAAJ7bsR2r\nf/IIAOAf/mYz3tVI8N9/5/dy4tIExrmKrGf18M4LqDVOziwttK0Eet/zPl3fE2wuPpX1gbwKutAi\nXD8W+TsJjcRkQgco11M8O1zHKy7tsbaan+2v2EEW53cVcGQyQVmnHnQXQ1s9BoDH9ozbx3vGmrio\nu6iylIXbd/NnLM3UkJb2Auy/u7FGhs+sU6ONF3qCLwpETij2lqLcXbDdY03ccF4H2kVoTpR3AZb3\nvKe6Ylz0qqmlnJBFThh3TSNCGynlBHTovQZQQtZEvkUB0FnI+5SNHxtQF6OZVAkSw7XELtdaJS4E\nAVIpEQUiNw7dr6QrMez23f/K8IVxWyFAKRS5i4uzGRbGZzHr1q07J8TXucjZnGE7V4j85iH1h7Ua\nZyhFASabKbpKx/8zQQB2bNmAD77nrVYYLbr/y/jlV9yGiUaGxZ2F467DZ6SeYKKZ4YqFAQiusihJ\nVTgaKaG9ILB3rIHLFypBNVpPsX2kjsXtBfSUwpyXVkBgsJpgUXvB5uj6XdNzYfny5fjK176BdWtX\n4/bbb8c1y1bkpjoVAoHxRqZsJSCM1lN0TAj0tke2MVEIgUMTMS7ra5uyfiJCKpG7vZokUvuKdUVK\nC1Ii1XxkhGyop5OFgdZrQnWMt2b8+kJHCOEsB/oL3lT1hCAMV1O0RepL2eWQEkSA3NCIzf1rETdV\nVTmOm/jed76NW16dYMemp7D85ttwx1vvBARQj6UVxEaATujM3SnnwhN6tkILF/t095oj+PirL7bL\nS6IpTVXmVds3b8Dfvld9PoUIIH/7w8BF1wKfeSMgldh6erCqK+v+LXgrGXODO9T7RN52nBgkeCLV\n3lp3+2PW9wu/+ht47PsPIk0SBEGI7PyrlCo9vB3ZRdfjL7dE+Oq1GUIh8J+P/DB3XKse/TH+++/8\nXq4STN55skNNWo7DnNCWXjn3s8jve2vkmS+u/cbOKcdohCIBqw9MYsWFHSiGAd720C4EAvjia6/E\nFzYN4dE9E7i7uwhPe+FDPzmITCorwZFJNe5aNYGFGNBTFZfq6rHJ2d02VEMggK9tGcGfvPx8FMMA\nSUZWQH5y9WE8umcCP3jD1bn37YC2Gvge20DkUx/8ai+gpr/91jWL4GlTuBTrfG9BJum4FV5fXHbk\nKsYzi1B/faYZL87U3wC1jsQelx879/i+CaRE2kftItr8KrYvckMh4F+/t8/gj1bVY/dcyd8/IdAW\nBXOOZzxTsDA+S+GBEsypJMnUOOC+9sj+OTcpBcVQoNzMsLCjgN3lJpadN/XPRDOVqCcSbYVA/5En\nPL3+KSSx8pKmaYJ1a9bgl37uNhyqxHMWxgEEBioxLuopQhIhloSD402c311U+9dI0V4oYryp/LZt\nUQBJhLZI5KqYgBMK3cUQzVQiFAHGm9kJC2MAuPDqG/Cul61EpD25foKDEQ/Gw6vSFwgL2gAIletZ\nigTGtRhsDeBPpWqYuVIPMzACo5FKK2SNZ3X71g3Y1r8W+JVfQPuLr7Hd9oKEreSZ5qlcxq/IixfA\nfZkTnOVC+VQlCmGIyNMGBCUefA9r14JeJ26J8N1vPYDvP/hNZFmKQqGIf7j3i7h2uap+ppkS52Zw\ncDMjO7XLx3hVhX6NWb35Mj4ymeCrW4bt8ocmYlyyoOTtp/skbFu/1n4+RQAgUp5S/Lc/AZ59XO2H\nVBX3oBBOmcBmhKattOqLjtZ9BQCShP/YPYGfu7gLBW0xam1gEwK4etkKfOJzX0H/2tWoTVbwfxa9\nRi30yV8Hbvw1xKKAzz34CJZWduPyl1yD/lU/s9u77b/+sj1GSe4zZKwPKobPvFsiZ/tQ1VTPI9ty\n6jOduGB86t4JzdkxcrYFifwx6sUOTDTxof88iFde0o2/eMVFNs2jkUorsn66fwI/f3G33Yxp3jXC\nsBJLdBQCdBdD+2+tty3CYDXF+YUQw0ixbbCOQxMxnjhQwTU72/DrV/fh7jWH8arLe3HzhZ22arp1\nsG4/6xd1F112ry9CWzy8fsJCFKg7OMXINQoKr8oOuOg26PPX6r8tzWClCAVyVdeZUh9CkU+liHTF\nGFAi1F//glKYs3rdv2EIF3YXEAUCvW0hRuspAoHc3St//VGQF8Z5Ae0uIForxv7+hYFAFAo8n70e\npxL2GJ+lnCsNXqeCsyV793Tvx5GKqmyUn4d83l2jDWwfruc6ulNSKQWBvh2vtpVOm2ubEWFvuYm9\nY87funzlrSgUixBBAAGB7gWqu358hmSDY0EAOosBGnoIRRQo7yuR+oPr53wOa6+pqeQZ0WgOzdzG\nVukASij5+3Qif6wbKdlzJCUhkeQixaw40OIyELkufdPRXU+krV4PVRMMVGKbQzvgNZMB0ydK9Pf3\n40PveSu+ft+n8frfvQNPb1b5t34zlrFL+BVF87j1sK3IIVdpdKkH5DXzOdEce9PeKuNj8Mt+WZYh\nSV082uZ1a9y2oBYlMrfZXa6qauB0It34ZWO/CueJtcMV9+9h22B9xoEP1998i/18BiLAi3q1dePS\nm4ArbrGveWqgiuFaYt9fVwn2RLJ+YupYacW+8Rgfe2IAn3jysPZiuyp5a2H8muUrsHzlrfj2Vz7v\nfvmia4EjOwEAP173NL76mU/jwa99EdevWImXXLcM7//gh/HLv3GHW5+3Tt/PO/W9d5XgJJPTTubb\nW27i//nqs9h4RI3w3TpYw2jN/BvLbyw/uCPvUzZJEubi4fF9+Tzd9Yer1rv6f3eN296GC7sLqDQz\nSCJ0F0OYwqOyGUyNAKtof/qqg5PWg7t1sA5JwE/2VvDXjx4AACw/rwMA8OnVR+y2FnW4iqnv7fXj\n0ASQq+Ke16nsGt/fUcb7f7RPHa+gXMU4zqS1H5iM30KL8LTbEko0mu36y/nT7VotF4Wc8IS9CxSF\nrSkXgfVlLyiF+o6bzDUYtsa/+RXp0BO/AnkB7b+u1d6Rfwx7gTgfYGF8lnKuNHg935wtw0xO534Q\nEZ4ZqtlbiAOVZFZDHo5FJc5slcd8nWVS3YY2Aw4AAEKgkU5tmCBS046M349IfcG/50//GkEQQEqJ\nez72YazvXwcp87cWZwORivtpZno6WxjA76o3kXJRAAxWU20FIHvr1wgqwPlg/eze2NPqA5XZNfZt\nPlqzf9glEY5MJhhvpFBuSTVaWW1RRWUlnlCQevhFKRQ2iikQrtGxlmTYOVJHuZ5a8b/L3P4U6ran\nP1ktk8DqVauQeoMnjPBsDXrw0wcIZJ/3hZK5BQ8oEe6P/pVwDWeAS5sIRH656266xXqvASAIQwRB\nABEEiKICuhf04YH778X2LRty8WrGgzmpz8VgNXEZwVqHGSFnL+IyU/Er5KphP9k7gcf3TuCh7WPe\nMSquvmEF3vdn7vN56OBBdIbq2UVXXGfX8fCW/Xjzg7vw548csOfPXmj4J1bbEdxzU9MhjBh8mzdZ\nzSwLADIjfPLJw/hp/2ZImQGjB9UCt78eIP1GXXQtiCTSl/4itu7cjX3P7cBlV73Ersv3GJtt54ad\n+Ptndh35aveDz4zgf/xoL4gIB7W14KubhyEE8Cc/2oe3PbTHHr9/DqyPWugJavpz9p1nR/Gb/7ZD\nTVf0XrF9uG4HVXzr6VH772mskeF7O8oA1K3/ZkaoJRKhjk0DVDW1uzR12ttEM0VPKUQqCfvKat+3\nDtZyfyMn4wyhFmqHKjG26Mi3he2RvZAohq7q6lsfwhbRaGwVn+0fxLahOsqN1KvOK9LMeZuNlcKv\npoY5UetEbtjq0/Uiz8IWsTpFhHoVY1eBFugquYEhZnreWCNTlWXvGAutwngaEd5q4fBfp9I1vAa+\ncOr6EhbGzMlwKiLYzpZK68lwtlTSn4/9ONb74Q9QyAgYriWY0AKgmsiTniBkoov8lAK/GmZEUhQ4\n8TbRSO12CeqLRADwvaET5TGQlCBSVcLVOm+1eQKJEIEeXmCrpOT20Y/mimWmUhrIeR2NoDLNaK7S\nOtWHOtsIoYlGioYW5IEQeGL1Wtx1991Y378O7cXA+6JS6Q5J5m6fp0Q2u9c0oBQCgaGaq3YvaAsx\nWs+ssDZJFFIqUaDSJsxngnDrbbcjCCMIIRCGIW64+Va9dU8CCeexVs95FUS0iBx9bpXgdTXuzGs4\ns+eeYPNvt21ajwfuvxcAcNe/fhX/7bd+F7f9wqsQhiFISgQiwGvueBM++4m/x5f+5Z/wN+95KzZv\nWG/Xl0l1Pk0XfSYJR6tuYIyqGIvcZDXzcepti+zAhe5igB2jDXzkZwP4wsYhfOP+e/H0pvXOPiCA\nsbExyEx9PkkEiBJVFc1K+jb+xCA2b30agGqwaj1PpgIr7D45P8KWozXc13/U2i0MtSTDQCWx+dPl\nRoK1B1Wj4FA9wcPPlfFg8VYUiyVA6n/XL74BOP9K9XjxJcD5VwGvfg/wO/+AOInx+X+5C9v1HQIf\n0lOucuMAACAASURBVJ8Nm93bWtH2zsX2kZr97H9m3SD2j8fYPdZESWfibh2s5+LIJBHilDDRcCkr\nvtDOpKtarjmkju+xvRO5KuH9G4bsa54equPAeIxiKNBZCOzFkN9w5leJo0C0RICp36dS5f0C7m/V\nZCzxzLDz1f77s2NIMjdW2R9vbGhNh/CrrjlhXMr7jfeMNe0FuWH1wUncteYI3vP9Paincor/1sdU\nUwGTBuG2NSXWzRPQRV+gCpsvkrNtmPNnzovxURvPthO1aBG88CrB058Xs09RTly742oV2hFXjJnn\ng+czgu1sqbSeLGdLJb11P6676WXTNg/NxPHej5Gaajgx1apiGKC9oHy0vlg9UYhUZbCeZJ5QchUl\n8wcsFAJHJ9V+HNW3+wFVKSqEwk1N0y/0o7miqIBbbrsdxVAlJxwLSZSLOXOizFvGVGCFEXHq5yho\nyef1vq2tuLbPkR764KwQM11kJBmh7E2ZCwNh80W3blqPD/3hW/HZuz6Jt7/5DTqezFRlzXa94QqS\nbHXNzzWeaGTWOxwI4YZE2IsW00gl9Nhedxyqic4JN7stX7AQch3yahe9d9w7V5nu7AuFQJxSy8WE\nEj1GAFkxuKkff/bON+EL93wKH3zXW0Ag/NFf/R2uvm4ZktveALrldSAQduzeg+S8l1j/+YanVufE\nG5Gaumf2v9LU8XBw09n8Cmeqd67PH2PbHuW83l/8ytfxV+98E773rW+YQ8Qz7S8BnacFZxCiFAqU\nAnIRYLVxULHDruOuv/8gtm3c4NkfnK0EZp/0c1/bMowf7CyrVAXvT8H3dSUUAPaPx/hc/yD+7vFD\nODDezF2YvOMTX0b3wiVoy/S/g44+/R5KvPg1d6rf9V0IkhL9a57E3/zhW23eMbm3FP4NHgn3YWi9\nEHr39/fizu+pSvCK89UxP7pnXPmLNZuPumEa+8pN/NOaw3jLd3bZz4q5EySEiik0d5Cu6FM+7/vX\nD9oKdG+bSkHIJGFpp6lcpgiFaqqzY4bb/XSIfBNqbrKa1xRsEmF8i9TDO915N9VpI7qNfWJhzsML\nT3i22hbceTMVYyNM95ab9t+h4e61R/DD58axe6yJgUqcE7+tTGlg85ab0qTnRaO1eniFt5y/vi5v\n541nWdJUwTulYpyLYfNsFTNWu5GLa5viMWZhzJxtnC2V1pPlbBlmsnLlSnzhK1+z+3Hl9TdiLg23\nx3s/JKmJT4PVJHebNJPAji0b8bnP3HPCFzdGwJvb83k/qqp2+sMaEiltSkG5keJwpZnzcSZeZNW1\nOprrze96H/7+X76A5TfeNMUTPB2pJByciLFJ+xrtLWlPrksC+tf149tfuE/djrcVTiVCbUSZEY3k\nZbma9elqXiSE7dSueW/cYFX5fFNJaGYSG49UUYs928ZkAiLCpqe8oRVJgm3r19rjMFVXP0XBVhrh\nBB6RaVry9s/sijDnxZ2LXHVfWymyLAWIILMMW9atzZ07wHisKffzdBVjYaqJlPdim+2ac0vIVyF/\n9NCDSOIYIEKSxHj4oQcBKL85Vr4W+Lk3ICq2oXbbm0G//WGI7sWIogJuuPlWlX/rWU4mY2kvEtoi\nd7fAVGgzbS0gIntMflOUqeQJs39Lr0CWpbjrIx/CM5s2QAjgZ8kFwOv/F3DZSiCIENeraJaHQKG2\ngNTKQFuXXefDP34EH3jHG/GMrs4S8nm1fhKDafr7yE8HsMUTlD/1vLU/7t9ub6N/96kdePjbD9jn\nvj/Wg7auHnQILe46+4A0QQkpzr/6RvemClWJT9MEm/vXqH+39rn8OGIvWhgDkyle/82dODQR28ru\nRDNDM5XWm/vgM2O2Ug4A/64tKQDQP1BF/4D692kGcTz47CgaqUrweOf39uBt/74bgPuMVxOJJw5U\n9HulLmIyciOeJ5oZokBFh43ZJriWhrMZxFvuvdePzQXO0k7nHV7SEaGeqoi4zmKAYuiGX3QWW1If\ncl5fZ0eIPEFuJsuZ3+wpNxEGIpdQ0eNVlYdr6ZRUCp+uYpjzGPvbyucd54V76/rMhaYvjAstvmz/\n3PpV4qDVItHSfOfvU94igZyVwm/Qnc6zPE9CKTiV4oWCqXACmPee5TMVlWbissw/+OCia/D2l70M\nbVGAXaN1pLqKOhuO934QVJf0eDNDb1tkkwTWrVuHP7/zLUiTGF/+7D0nfnFA6vZ8a9yUje8CWZ+x\nut2tREoiCY2UUArJxn+1ruOaZStw9bIbVdMWkPMsT5fCYLZRCoNcNRXIVz+f3rQe//M9v49Yx8Fd\n9fVvoP3iaxEK2CY2s2ZjR/Wzcu36CChGQt9aViLL5DaP1VU0VibVl1J7IcDusQauP68TBKCRSaRC\nNxoWikjSBFGhgOtvVkMrzLmw8Xem6kreYAivEhwI5CKMbCWYADKi2TtHJnxACODmW25FVCgi1ftw\n3U2ugcxVginXIQ9C7kLIVhNN85BwFgkj3E1FUgD2DoFwq8u/j/q/1yxfAWx5FgCw7DffgXJ7N1AF\nfvH3/xivWn45XrpshX5fTCVdde4bMRwGwl1Y6ISFTAJPHZrER342gFdc3I0QhAPPbATCSwE4z2lX\nRKhkAjjvCmD3WsirX4FN/WtwxXXL3Y6+9oMQA89AkATqk0DPUvX7+gSCjh4nNBdfinRvP7auX4Ni\nKNC/djV+7uUvx2XXLYcQlEti8D9n24aUMC41x7F7/zAAAXQtwnc2H8QvXCMAFPDd9buA//g68KZb\nEQqXwX3egg6MVgB09gKUobtUzF1YFpZejGx4P6KogGU367HWRqxTPl6tmUnUkgzthQBbh2OM1FN8\nadMQ3v/yC+z6vrtjzFmTAGzXky8XdUSYaGS2GvrtZ0bxksVt6B+oYvPRGsr1DJ/tH8Rzow184Ocu\ntOsbqMRIpERPSSVIWNtCe4h95SZKkbCV27F6hq5igJ5SaKvsrTm5M1U1271KaEchQCEQdgx8X1tk\nK9C9bRGGainKDfW3VOX3To0oO1bldjqPsUlR2TPWQCiAjUMxliwim+JwzeJ2PDNctxFqM1WMF7ZH\nuQa2mY7xWBcJPr6QDQPkhnPkq/FuIIdfFbbrmKZ6TjRNxThnpcjvr12fAHuMmbOPs6XS2sp88j3X\nE4m95fy45FiLmiQj2xA2G6Z7P1TwuqmOusqtEgfqdataGq6eXLVqThYOwK3PTaFyFVnfumA71YUT\nqF3F0Io1P8DerttbnxE9Ak407B+fvtHN7JMdSOGVNc3jTf1rEceJvR2/atUqtDbVGdGd6UYgI95z\nqQJw+01QVQ8zFjWRKhEizqQV9eYL27c4XLt8BT5y7xfxpjvfh3u/8FVcs+wmCHL+W3U+8xXjqeOS\n1Rem7x22iRowcWjuXn1OyAJYtuJm/O09n8eb7nwf7vrXL+PqZSv0c267xgdrbQu+lPX2yaQKCO9p\nu5h3zlSF263ll3/ttYgKReVzLpTQfttvW2tKV6g+TOtwMXY/+SMAwOIb/wuuvn6FrboGwlWu1fG6\nHcik+fyo6Ln/vf4oPqKnoj19ZBxZ0sTmJx6zy5sKYhNaWF1wNbDsV0C/8j5MXvryKSJ+0aVXY/Hi\nJRDNqv1d0KxAFpyVAksuQ1QooGtBL/7izrfg6/d9Gn/89jepCnRLEkMiCT0lZc84WlbrbI4eQRa1\nAYESJLTkcmzcuVe94MKXAi99JQCgO6tiQo/+fdHSher5qIT2UgkLezpyDYav/dOP4+b3fBwr/+dX\ncc3yFfkmSpH3z3/wsYN447d3gYjQoxvXfrqvkruL8OVNw0glcEG3ulA3doS+NnVhTtAVXS2SAWWx\nMJbZn+x1wyMA4IOPHlBiUKjXmX3va1PRkI2U7HuVSPVvwB853CpWXeUWLdXUvAjzBfWCttB6z00M\nW1nbNkw1V2BqwkKukcyIQeTFYE+Lx3j3WBNrDk7irvVlfOYpNSxESjWlL7fuGYom3cUgX3WdyUrR\nUtGOWoSx+elYArpzhma+Vh91FLj1+esgTFMJnsF/7GMuOqZLODob4YrxC4izbSjFfMtqJgCDkymu\n1N9boVAVip429Vx9jveJWt+Pp4dquLC7iCWdBSvyUq+RDILwsttus1XCQqGAa1e8DLVE5m4JHvc4\nKP/Y908aBJyX1N4y1k8bEaoWnDoogAh4ZvMGrH9qNV79X34evZdfZwXYWCPFxaSEVDXOUE0yLO0s\n2hcT1EWG08XGSQtcd9PLUCwWECdAFBWw8tZbc415/p9k64n1s3v1+txUOOffVt7HNkRC4HA1QVcx\ntKJeiVUtIAMl3mSkqqJXXX8jLugu4vBkrESJV06dul21TwSyFe1AqLSFrZvWY92a1bjh5ltx2S/c\nDgjSVefWc+FIJeGly1Zg+Yqb0FOKMFxLANMd7y3oj8X92uZhPLZ3Ap/5tctgsowBz9KR25a6KiK0\nTElz4RC4ZvkKfOS+L2Hb+rXovvpW3L2ngG2PHcQnfuUSpEkCBCXgvCsgK0MAgGeG6vozQ7kLKyIl\nepopoaDXnkkX6wYAa/cMAjC3zFNAZqDUXWgZK4W9e/Ci63DDeR3YDOA52Wsv4C7tLWJvOcakDHHZ\ngg5cd/312Kq13YuWLobLjgA6Xno73vbqZRgdHc1ZZzb3r8FVN9xoL8DscWQJwjTGaCyAsKSsGRdc\nDcQ1oHwY6L0AY7UE6I5VjrJusFva047ypGq4bAvV1LV6KlEsROguhjYWEQC2xQuwLboSGHUjn80d\nJQGhYu/0G7T+sBLo24Zcdq+q/iqLxMJ2ZTmYaGboLoYYFG4SWm9bZAfX9LapBi4jcjccruKmCzoB\nqM95NVaV38lY4lAlQV97pPytxdBlEnu54QtKkTepTeTEZnuLr3amxq9W0dhVDDBah7VmmEl1pkqq\nYtNgRfj/z957x3lS1Pn/z+r+xMmzM5tzzjthM0HAEzFhABVFj6QiKobzTu88A+qpeF8VMQCLKFkQ\nJYognoEkbJqws3lZlg1s3sn5E7rr90d1VVd/ZmYFT+/0fls8Hmx/putTXV3dn+5Xver1fr0LNctR\noFggH7COW5JwI5piX4bj/Ns9XXx85Tg8KSlPucQcdVxXjKwxFmJkpjrpRoGs7TZRCLT160cn4xnu\nHAs1yyPVcx1hSAa7T1IyRHLhWtcnPgLVeir47lQ5VV5h+e/onv83mOa8L8lbXliuoxJNSKlAzEAu\nZP2y3qsDyaDw1KGeLDkvBJuG2RGK/VtcW8/Xb7qdiz/8CW6586csrKmPsEmvpJgXKVE2UOGp8OVp\n2EShdaAWYJGKydOMZNieZPvmZj531aXcs+Z7XHnp+9i5uVkx31Kx6jpAqn0gz9HAg1a/2AGzxG7+\nHrQ9d1Edt959L++98hN89YbbWFhTb/peqKO1WdLIOcpQCmBrgONumAyhOOGEAWdCW9oRyE+iwXwG\nNBKyrpFxts5Dg0GBAsNaH93c1MQ/f/AS7rzxej531aU0NjQYDajNnhdeKz0ZOKlfLfDMvh7agqXj\n2zadYF9nhhN9yvKv5Vi/Af1+MPkyfbeOq8dMBMcNWXGYt7iOi664ikkz5wLKbeCjX/xPJUfoPq4q\nFilP6xfaBhnMKWC8o6WZ+2/7Eff/7F4euP1mdm3eRNY6D0+GAYs7Wpp5cdcuOLILgLyTAN9TUoig\n2AlbKlIuEoGsUlnxWo72c/O3vwHAqLRiRgfzkv6ebkZVVgQn6nNgW5NpA9+jv3Iqa9asoa9sogkq\njQcSBgHK/eLZrdx36xoO7NtLT0cb/ScOk3ODJCP9QQBYoijcTpdBPgt9HSbAbvLoSjOeiv0MlrgD\ncKmZ9FHpGAe7w8nAga4MGc+jMQBmEsm5d+7gR41q3BePUez3PVtaIwGBOqhOuzJ0DuYNQNX628pU\nzDioaFDbNegRd9RKk44HALhj0wk8H8YGiXw6BlR7toNDNIEGRvvqiqjbRJQJLgi+iwDjKJDTsgNX\nRBloG5AXsqRR+YDtxBBu+1JGQLLN/k4MWHYtzcgFsqy8L4k7YRa7QuBZWHQ3iuJO5Fi2kYXd34Q7\nlJ3VxMzoonhEYzzSZMIe2+F8jI1m2dJYS2RBvdC+MRkLnTdKE1Fo+feW4OMUY3yq/K+VP1f3/D/J\nNO/vHGRMcUI5QijkwN6OwSCVr+R4X44ZlSm1RBiA4Uxe0pXJM64k8Sfb94KlRAAE9Ax6DOa9SLCY\nCSRzAq2u1Cyu2t/zKh0qtHYUCF0QiAIvmwlWrGZhMFbQhgyYCguEbm4IA9PyuRxbGzcye1EdnlQP\n5v2dWeaPSeNLyUDep70/b15qjk5kofuKJc0QsKS2jvSU+bjapSHSd0PPRkCAHbUvCXXUvhXEJWUI\nlFMxB59wSdqAU6FeBIOeJGkBw83NTTzz3PPMr1vOzLNW2wceOu6EEw1dmjauC8crn2PD+nWcNXUB\njoi+SGwGGqkY7wj4t85RVxMCrnlK+fH++v3zmFqeYH9Xlo2Heom7DtetPcI/rR7H2dPKyPkF/rfW\n+OkxEwWsODIKZHXZW74AsjnK4tANSi+LYttv+NkvGcxk2PTTb+P39wISIRzuv/UmvvidH1JeVkbj\nhnXMrV3OtLNWI0AFmYlxkOlX7GuiCNcRTJs5iz3BMXuPvgyo31xFKkbnoMeW7btgkvIo/u3xGEyB\ngeMvA2rZZ0fzRuqWLQNi4HmQs6RSnUdg1CRy7/wGD+cqecNb3oGUPm9624XMWVyLLyW3bzoBJKFr\nKuzdDmNnwUAoLRhdWsQJ/UED46IK8PMw0AMlqh+VBdrPZABgXCcKMipSLge6MlQGUoHtJwboHPS4\ne3MrXz57EgtGq2yJj+3u5GMrxhpP3OYj/bi+AusTS+PGPaIyHYOODF2DHhNLE5QmQwlCRXpocFt3\nxmNMcYxDPTmje4458EL7YBBU53KsT7HOlelYRN5gb7uOIBUTdGc0IA2H/WTpkkfS38YL6tnHqrCD\n+UYIsNP7dPPDuTSE2+pz1pOUJl2ENRYANzccNxaEkWMVANn/Z6Uy10lKbL1x4XE1uASlG9btnTuz\nPNLumOL4iBny4oFXsy+jchFBdJKgs4QWHms4jXGfNXnSxyotkJuUJ92/qwQfp4Dx33lpaGhg7dq1\nrF69+hWBw1db/69ZtM721fbHZpr157/WuQzkfRoP97JsYgmeVC+qE/052vZs5f7fPMWC+hWsmHgG\noDOTqR9+/yvQG2c9n2O9OSYH0exSQjoe+rlC6EqgcJmgqbGRz3/0MnLZDPf86Ad89gtf4Yy3vOsV\nn4+UBQvyUskedm7awNya5axYvhyCY2nG2CkAoSYtLqHrg61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w6RiKEy4rJ4ZSBV9KUnEH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MkhQ4xl80XHYfXU1d64AJODpAo2O+uFS+sxR9m/mZLtZ/uJQf75N/v5518pKzXt9nHnjddz/Zc/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f859061df60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m1.plot(forecast1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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On1TSEZHgT5xU0v19pBMAvU7odY5vcbE9jdVmnnyTHq5iiyqvpdb3ZVaGv/Xr12PkyJGw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\nBEEQBEFoRf4fuz15HUM+zw0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8590e60668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m1.plot_components(forecast1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a dataframe with all the blog posts as well as the new one happening on March 6th, 2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "articles = pd.DataFrame({\n",
    "  'holiday': 'publish',\n",
    "  'ds': pd.to_datetime(['2014-09-27', '2014-10-05', '2014-10-14', '2014-10-26', '2014-11-9', \n",
    "                        '2014-11-18', '2014-11-30', '2014-12-17', '2014-12-29', '2015-01-06',\n",
    "                        '2015-01-20', '2015-02-02', '2015-02-16', '2015-03-23', '2015-04-08',\n",
    "                        '2015-05-04', '2015-05-17', '2015-06-09', '2015-07-02', '2015-07-13',\n",
    "                        '2015-08-17', '2015-09-14', '2015-10-26', '2015-12-07', '2015-12-30',\n",
    "                        '2016-01-26', '2016-04-06', '2016-05-16', '2016-06-15', '2016-08-23',\n",
    "                        '2016-08-29', '2016-09-06', '2016-11-21', '2016-12-19', '2017-01-17',\n",
    "                        '2017-02-06', '2017-02-21', '2017-03-06']),\n",
    "  'lower_window': 0,\n",
    "  'upper_window': 5,\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>holiday</th>\n",
       "      <th>lower_window</th>\n",
       "      <th>upper_window</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>publish</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-10-05</td>\n",
       "      <td>publish</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-10-14</td>\n",
       "      <td>publish</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-10-26</td>\n",
       "      <td>publish</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>publish</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds  holiday  lower_window  upper_window\n",
       "0 2014-09-27  publish             0             5\n",
       "1 2014-10-05  publish             0             5\n",
       "2 2014-10-14  publish             0             5\n",
       "3 2014-10-26  publish             0             5\n",
       "4 2014-11-09  publish             0             5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "articles.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a new model with the holidays defined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "m2 = Prophet(holidays=articles).fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "future2 = m2.make_future_dataframe(periods=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast2 = m2.predict(future2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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ZKEsYinOGvF+d5TEuUVCwRvYJIOzc9rXawTgkRH3FyZ+0JEwWJJEO8zl9AE2S\nj3NUVVVFlumHAraicxqJONJRXLW57tCXxKCukHWiFdfUFQIrkUDVkvMHsJXCJaLYKICQCAzuZGnq\n9BODf6sJPzl3YEmyTNIpscSLsRCyKiNv/X1hSK/bF7c1F71UPthYunQprEQC7NTzYCZKsHTpUtg9\nVCoDxEu8tcCEVtmX+VjlsJ7gckJHjKxKiYJpyEkMiyRlZh2OunTnZ0Ha5tjtVyTjPjEwGfP1wYL8\n7Wm1g3HSlo/6GMeXyNO226ltcUgS7niE2vWbgs8dLn6raiR52iln4P6HH8EnPv9F3HbvQ5g9b5Hf\nVgLnxa0Qqf7FkOWT5Z+MBe4IEpLsybMGzhRKdHbi5Ckoswzc8m5hb3eo3cEzyx7FV6/8GH7ynZux\nZX0tPK4owHxnE/VnqPanTLjrsv1EaMl6ONBmB5IGqerwSJBkkwGVZZZwnYgdyOXSp1tEw+MBhbEX\nXgYAeOW5J3DL5y/H3f/1XayuqUHeJUyqEJZxo6achB/c/Wv84wc/hsVL34M3XnwOTS1twTFkMCW4\nXCO8pqTFsL0ph5aAJDO057nivCHI9OpD6aD6obw+x4v2fSCPidwvKXXpfL8YIxzxpRwup87+3LL9\nnPdrxfRoQfskaww58t7IKaMbBxFF7JS6gscJZj/MVMMoS2H7ykgy+Y4RcoXg9b+8hclzFmHewsUF\nt6X3dhZ/HIMxDCatUwP+jkfB067YCGMcm3ftA8AAzwmy1fuKMOLYP0i5gskYMg7HhH4eZyhQVVWF\nm+5ehh+uZ7hoio2qqiqsPNAR2cblohqZzHonKtzvuiHjYPWRDiyeOgoZ20Op1XssyPFEGeBRJeEr\nMa30rVxCV+8tgVCfdjDZJzfyxZ+0WEDOw5UC6QojlqpHlxiwPUJ5IkyYK7HENTtcuDKUJQz/b0H4\nRylWsq4fRZSQY33v3t149v47gH++BQCweeNGTDl3AbJKxN7xOM6cvwijZp4lIohKgm+xkh3VvxgQ\n9y5jeyj3r2V9XRr//X8Hccc/zkJZwojIM4AwMik/k4l9IA9rXn8eKD0XL73+Bl75n28F+6x65y3M\nePxJlM44E0DUj5kxP1KrTJbUFbsO28OopBl8x8BwsMMGYyz0BPa/Iz/SnjQNjC010Zb3ov1Fob2e\nSERkeO8/fxDPrwHw1sPAeR/F6Flz0e664JyDcxt/eGYZXnv5RdA1j6CyzAKDmDQ5RPjj756B4wjS\nyZKLgOnRHBTQAAAgAElEQVRzAQA1h9L4f6eOAydRWVJqucsTBgwmHCkkOSeISPKm+iymmeIaSi0D\n7fnOxUBU6zzlkiI3SAQaor8BAEHyYnPOw7QxYTLl7pY8Th5fGtkn6P8RQgF0JPkYwEizcbNdPmKW\nWuLwCLB7IUFH+lmyk9C/SLLUkh1sD89bVVWFq669AXPmLxrwqL2sulQMuP8iKXZ5tyeoXs6ysheB\nBqQUqrQ8SqVSePq55wAALa3t2Lx2dUH9LSulEYnIZG8RwzgkgbQM1qt0oScMVeWrsskzAAA0ehIA\nsaqkRpXq03bk/hDE8rCK3rxhL39mO37wl4NgQJ89WAnUqey0rJ4Yrg5EVz44Cf0wqRMd/+uAgCgs\n2eMURBllwhYRIWEy1CvXxBDVEHNOnX4ne1uiLgaSrO3dszfSxmUPP4hNa2sjqyd//uPLWFVT02lf\nj4vfYzSq3bf+a/IT3lStMBFw8aNbcPmzO4LtflVbj72tNjbUZ/xu6RytlfvK/x46UodsRzteeeAn\nAIDUxm2Rc3PPw3PPPBVEsIOEMx+i2IeacMchb0z8WU0ARiUNJAyhFfaUtnESUowSi6HMMtCadyPF\nUcIKguFE4bS5CwAAi5a8CyePK0HJlFlIJJPhBkRw/MTEEpNhdIkpSO2qFXDdcEwQY5jiNWPWuCRe\n3t4SJC8yJlavbBkoATC+zIz0o8HCoIZHwq6uLMHg+M9EGYF3KZoTI0u7qwEtKVmT8hiu3Kewb8Xf\nSdMIVloICEL9cvIxWEWkBhqaJI9wDLWNm8upk/m4Co9Try8xGVE5WigksSoOlxOcXl4c/XFRkstg\n/SGf0lIr40RfcPLlM9BaVUEXijvmf791APfVHMHm+uygWZep2rmgnC0VXwYaAA53CFJQXV0dZt+b\nCaytWV7QPXQ5wfATGB2PF6RnBkK9oWkoVlMFgojQGMuKj3uaDhSk24Ka+KNessujJYmJpPVauFFT\ntueJxI5mKXXo3tKsOetEI2KEiE0aAGzYvlMcx3X8scQikUNJCDf5Y1h98dtBdFb81zQkAfWjjH4i\nGEHoW1UJl2mE1lriGJ1dJ+oyXTtkTDpxFoxEMvh87949+MY1V2D77n3BZ3/+4yv44tWXY/Pa2uDa\nAy0phZNtos4+vHE0Zx3kXI79rbYv7VAiyQw44B9LkqdJ5SJSL5PHCIg4VQiNb3SSdPDwEYC7oFwa\nsLNIjJnYqR1by8/An3a1itOyqPbZNBCNpCuyto7YqqA8t2WK+yUn87ItIpLMMKbERGvOg+MRkv4K\ngIzouspEQV73vKrzMT7BcbjDwYc+cUXEH5glSgEATYf3o5RsbNq6HZWVlbCsRLiNYWHMmNE4aWwJ\n6tKOn7wovpNJhTJZEYiuCCRMFtxfeT2iT0JiLa49OtFj/gqK+vqQARKV36oFR2zXd99Q3g8up4gM\nZ6BWIocKmiSPcAy1jZvHO2dnR76n3iN10rrmaKE/iUASqVQKyx64t8fJSG8kuivIh1ehhFFaKhEJ\nGYtavY0TsHXdatx798+xcgAnT/0l8ype3NaCl7a1otQyBm0sqJFk6XHL+cBUC8w6HB02Fy4asjSr\nlcCYseMLmkAIhyi/beh9QhP/Xr7kDcb6PDkTZYqjhTJaYo4Kcf/VgYJ8WRsKk4p63orEMxlRF1W/\nRBKQLNQRJ7PdweXdVzNszUUtq8hvm5xApVIpvPjMkwCAloY6rFpVAyBK6DkEAWnLiyIT6pnkM05+\nZqr2WVAKafgfOJyQtkPi2JoPI9QeEXKxm5t1ovdQPpLHTZ6K+ecqLkVWEq7rYOfesCAHWSVwHAcb\nVq0Izie1yyUJUSRCalHViHZXyLmE9ryH1rwXlO3uCmsOZ5BzOSb6JFlW1xO/SXXLaAEkRsCESZMB\nIjBmAJ6LidNm4JJPfy4gmolEEmvGLsbPVxwR+/iFZIK+ZqxTpTxxbkLaifr7qvtkHJ8kKwQ+6wi5\nxegSE615DyUWC2QvMvKq7iPHX/2hA1j9x+eQRhLLfvsQSLloMkSfPP/QfajfvQ179h/EPf/zA1S9\n+wIsvfAivO9Dl2LWqadh9JgxmFSeQFPWDWQpEsFzQUbkA1IcjiF5DYyxTnZuEh5HhAHHn/VSkqO4\n70X00cSk60fYny6niAxHTaocCdAkeYRjqG3cRCSu++893nukjqjvL/TBQH8N81OpFK687BN47L47\ne4za92fVW0Z9C42wq5EO2+URHe4vX6/Ft375HB74+e34+ACvMgwUry1Uw1sI1L6QhVrkO2BPbLm6\nUJRaBrY2O5hw6tlYsvRd4kMzgXt//J9Yv6Zv1bxEGylI6lJJWndQJTWAklzGWJ+TYTryHjbUhcUL\nhNZSLOlLD9O8OzgTWXlMkyFIjOKxl3Da5thYnw2jVoxhf7sdTAjileK6Q7xwQrQdHG2KtMXjBMMQ\nkwXurxB4PnkB97DinXci0TsgjCRbplzFCb+T0dmA7EFdqg7PKb8vtVhQdETex11K8p/jETbUpQOf\nXJMxdCgTmaBSnccxd6GShG0mYVkJWKVlwUesYhwsK4HR48Zh2QP3Ysva2iCpEBD9LcleX/Iv6tMO\niEQfSGcHQHAvSYq/88Z+3LvyCOTTSi7Dx4MCMsoYECpGGFs5AaNHjYZhGIDnYOOWbXii8mJ8/MdP\n4tKrr8f37n4o2P/xB+7FlnXR6zENhpzyMHA8Csid6wnCvrMpF9w3QBBeR7k/fmuQc0nIIpImbC8a\nEArkCco+cvzV7d8N6mgCmAFKliFyVFNE/nk+A3LzgJmE49io/svrWFX9Ft77/g8iWVoGBoZJ5RY4\nAY1ZF+q0LIick7wvssXRtoTXx3yfZ1ImrJ016TEfkdDXWn7AOjuYOKrbkv87UJMzJfEeKZJLTZJH\nOIbaxs0j6jEjnRP1uuxLGJwXcEcvUQ9AvID6u9xeXV0N27YDf9Huovb9cYiT+xTaL3JOThARUjWK\nfe8OC967Luu1vYUglUrhsV/di03+Um2xYAaQGyRXBnXCYfvJopwTSi2Gwx1OMA56kg91D0JZwkDO\n5cjmQ+LqELB65fK+t9GfHHH/370lTuVcLzJ+Q01y9y8dVb4gziki0G0+ISQIC6dVB9No9KUMthcl\nos1ZN4h0FgM5vretX42VKaGLjViCcUGQ8q6I2nIiJE0hsZDRQNfr/RkDiJWVeMQthMj6D89LKLUM\nrD2SRkfeEysEpRXiSzOBRecuEUUqKCwr7flkLmEwdPiVzYJLYVFZUldRRulBK3SjLIgWE0SEWp5H\nPlNbczzQnib9CLZsu5TpHD5chynTZwTXtfDdF+Lqm76J6hUpINsG2FnMnHcurvjS1/HAT/4LD999\nB/79C5/B8pUrQzpE0s4MvXqKE4BDHQ5GlxjIOF4kykiMMK40TIpbV5cJJqvbfFLKqbN0Sx0PQRKe\n7xsMzwGvGA8A+N2RUnzgk5/GnPmLgu0f/vVD+OZ1n8ba1augUkR18dP2KCi+Y5kMO1vyAYkObh9j\niA8xTkDW9VBiGRhdIqiTaq8m5Qnq9chn0LSTZsLw05StZBlMywJjDIZpgiWF3MIgD8xzASmzIILt\n2Hj8lz9HOpOFwRAkidal7U6TMjUq3EnbDTFeo23rHJSJT1r2tuTx3T/vC8aB8JqPlpNWyTmLTRSk\nb7w68QGNLLmFdrc4BlBVVTVkFm4rVq7EG399Gx+46IIuz5l3ebdLnBKEgakyFUd92olkKncFj/qf\nwb106VIkkkk4jtNj1L4/2lCC0KYWyt/VxAmGrj16Dd8KrthVBql/t20bViKJM5/o36RMfRBbButz\nclVf0JRxUFkuXiTqfW7PeyK65z+sGYQP7jjTQlPWDfbpK+SRHY8wecoU4JD4O1FSjvndVPPqCjIh\njHPyV2Gi3zdmHExQ2pZ3BWFKmGKch5pkFoyFjOOhPBH+Do50OBiVtJAw5bKx2HBrYw7zppQHdlVl\nCSOipc25ocOC7XE0ZzlOqSzulbFv/wEABjbWrsAnfnEzvn7nA6ia9u7INgmTIWGxQK9sGgwmD1eA\nDAN+Nn/Pv3WZeNUVCIT2vKiEV1mWEFpaAGNLTaQdLp6p73WxohkoKR8V/C6bsx5ac1ksOXF00I9M\n0Rd3t1QdECilOYEHbWDBFQ3/yecoJ6DMMuBwQs7hSBgGGAPqMy4SZh47N60LDvJ/b/4ZU0r/FoAY\nM3/3rx/DkT89Co9ZgGsD+QzY6PFoazkI1xETftd1sOKdd/DBMxYE/Zt3CVZS9L/q1tOcdTC+LByP\nnAiVZSZMQzx7TBaWGWIQ/fLuk0aBAzjYZgcSl72tNg532JhQloDLCRtX1+L1F5+FR4SrL/sErBPn\nQHanPD+RIMmyKEfa4ahduw6Htq0HSt8rum7cVLiHNiG1/B3Myjj460vPAwBO+buPAhARW1shxJYh\nVoU6JVoiDEAoHyDrEJImQ9KUv4vOJFP9RN7DaSfOwIc/9Rk8eRD46g/vwPgkx19feh5//P0zcPxI\n8j9/+BLsKT8ZOxvSyCeTcF0XxDnWrqgG5h7AGHMKJpQLPXZDxo2cRwYADGUCFrkc6mznxkFQhp//\nXo6O0d+sbUDqYBpv7W3H+04d1yW5VSUaDNHJofSNj5g9Mb99OnFP41hDKpXCZ6+4DL++6/Zu5Qad\nl6iiIH/WGV/GGQj0xbVAaAX7d/yqqirc/ovf4LJrvtRj1L4/kWROIqpacCRZebabrOukxMuv/RLu\n+OVvip5IqcUgXLf/kWl1CXfrutqCk9V6Ql3aRWPGxa7mXHAfTAY8tq4xksxjGSzQW/amcbU93ikZ\nVfa7wwnjJ4SJRN/437sxd8Ei9BWXP7Mdn3p6RzBxdGMTrHg1NunVKtGh2JTJF9OhmCQj7xHa8y5a\nZGlkEuSgOeeGWfH+9cjxZxkMmxsywXjihEiRCvFZ4fdt9979/s5idWNT7cpIxDp4jfsvdZl8ObbU\nDNqWNIxI1bDuVoYC4toF5Oeb6nO+7COMCstJm/wp5R0XX7z6U9iyrhYVSfHKDPZBqD1Vu4NRZ5JF\nsUiejCLLj2wlkiy3l/IKOZHJujw4BueErEN4e/nK4JjcsLB3z57g7+asi7PPOQ9GshTwbLBsK6wx\nE7HovPODghWWlcDi886PEhs39LLPKjO3eNljTqFnLsU8kBkT9yZhMkwoE5NRSVBNBvz47UNI2x4u\nengTbr73Sfzh6cfxyjPL8KlPXBIkFTImLPCIeyJ66TlAsjw4x4/2TcIjTz0fnvSkeUhYCYwaOw7f\nvu5K/OHpx/GHpx/HPbf/T7BJOPkI75mjTA7D+xNbnWFC6lNissBW0PY4Nq2pxbIH7sWmNbVdTIT8\nPjUYZsw8GQBQP2oGUnQSJk+dBs91AUNM9vLpNkyorMSoyomY963HMeOfPw/GDBBxEDPQ0dKIMkts\nm3Mp0tlSyhO0naRsJ5xYyiIk6j6RCC86k9cTRokJ0cH2UEP+3JamiGtFvKpiVIsf1kWIyDo4qVLo\nYQ1NkjX6jOrqaji9yA2k3qs7yJnrQDt/caLIw7z77YrTwJ69cDE+8ulreiSc/YmSS3/YQvclCK2X\n1DF2NVH4+NXXBgUDioHUv8sXa38j02+tDKUa37j201hTW9PD1oWh3fZwsD2PtM3hEWFMiYl/nT0e\nO5pzwXK3wZiYUPgvxkwseScOj0fJqrq86PKodGjmnLNEIpRHgb63J+xozgtZAI8WCJAQMofwODKh\nSGLnPpGQlc5kghdjPGPfZAxNWS+4Bo8TSiwDY0pM5NwokZMRKIMxmAYLJgfcJ+eBrzMRdjQVruuu\nnDpd/MNKIJFI4KxF58LliqOCv51cpiV0VbgAaMu7we+9IeN0OTnMezxYMq+PWdxxElpiyxCkyfW1\ntEFUmAgNjU1+BybgOA7W16wI9ne56BPZNpnRHxSb8wtaREhJjDTLSZykDq4X1WjLcSQ1oJYfrZXD\nryxpwCVC+djx4UHNBJKlIYl8cHU9ZsxZgIVL3oVR5WWYMKYc7S7DwsWL8V/3PoQrrvsSfnjPr3HW\ngtAq0jREeW0iYUvWrBRzkbpjtR8D+Qiidm4Mom8TpoHKMgvtNkfa4RhfauIjcyuxvi4bTLx41YeD\nY6pJhaLqG6G0tBSJZAnguUBc0zt+OpDz/bbP/gdc/rXv4lBLB9xZ5yh9HbZZkkX1Uetx6cqg3K8u\nXmU5lyPf0YqaP78MANi6eTNuvfZKPHy3KLW+Yc0qEAEvPb0M37z+KrzxyosAxORLruQ8uLoeT29q\nwuxFS5BIJMESIjJ+xuy5KLXEBGVVi4U9p78fyaSYyICZGDd+AsoT4aRMDTTJMaEGZ7lyjQaTFm9K\nv1E47gExsfvGa3txw4u7gm3GlghSLifeGcfD7dWHcPOr/kQs1o8MLHZeUVAlrknuhSYMK2iSrNFn\nSLmB0UOSoMMpMjPtEiye0Vw8vB4y2VWIH2j/f57xaFBX6A8Jl0uKhbYtiCT7D6auIvTyYVgspP79\nimu/hO/d9SBOPWtBv47zds2a4N+O66C2AA1vb7A9jozD4XAeJEnNGFsCTsLLVT6sJRkCfBeEiM43\ndBYAxP1uzrpozDih3i60OY3sKx0LHM4DfW9fICdv8dtfljCw5kgmqKzHwNCcdbGjKYdUKoWX//g6\nAODQocPYuKbW1xvHyDkTbgmSkMjml1gMGceLXE9QzIHEMnRbPowkMxZqoDkJmzh1ctGbtpuIkBwr\nou6zF56LB37zKM5csBgH2+2AJAdEzV+mVcdtWPJW6Mqlj3FecetQ74WjFC062O5EExuVf4qoafjc\ncv17WDHOL81iJmCVjcGEs5YEbZQTLgnOFV0ofLLAo7HkrpKVIsSMIVKRzmDi2lQNaOAgoUzSGluV\ngiyJEmRyYvJy0SljAACHOmzkPSDdVI+GHRtwuKUDm9bU4swFi3DpVdfiTN9LPTwvg5Sfm4zhULsd\n6KOFM0po4RnXxUpCD4jxYnuEjuYGbK95CwDQmHGRMBkm+RKiwJu6dFR4CYkEzjrnvOAYLieUlZXh\nf+57GJMnT4ZVIa7rkun+xKdiPGAmgIY9wOiJqE6PwYqx5wMX3wqUjfFvYWiL99bGvdi8thbx4eB4\nnUlk/HGazuWxpvpN/OV3TwAA/vDan2FPmR2UWl+9cjleePpx/PSH38aqd97CY/f/TFyTySLFXwCg\n5MQ5+K97H8Lf/pMou33q7DkosYzIJPi/7n0Il13zRYyfOBljx1eixI9gR5LjEOb5qO/eTuSVo9N4\nVMc9McLzW5oj+RryGbndnxDLv4OVHBbq14GwSp/abx51fmPuackNms3kQEOTZI0IerL8qaqqwk9+\n8Rtced2Xu5UbxMuOxhHKAwZ2Huly6hNJrqlJ4YleLNx6Q7iU1U1b+kHCJaErNMIus/KFPX744lbJ\ni8s7v5z7i6qqKsy7+EqcPHdhUHq3UJymkOuElcCCAjS8vSFpMhgIM7dNxoJyr9JfVEKtMKWSseas\nF9EaEglCubEu6ydoRc+pTmxsP0TCKSxX3RfICGJXt6kiwdCQDS3RbI/QlBUrOdzXM5KVwLpVK0SS\nV8xXGBRdapUvRpnhrkZA45M0tZxtqcUC4k8Ii09IHElHiWhXzgXSj3nm7LMxb9E5MCAmt8GLSJJk\nZZlWRrrk0YhCBwb47ZDEoj3i+BA+ZTKOhy0NOexqzgX9KM8jnSmCiK4f1U/6ZAymhelffgA/3VkO\n8qPHjhcl1gEd9jsyvuws2x35O7ZPMAFXJgpxf+S41ZfrEc6ctzD4niXLMWnaSQCA9506DgBwuN1B\nU2s7yMkDmRagbAzW1IQTU1FsojOxkQTeMllk4tWWd7GlMRvpR9n+J5Ytw603XoebH/s/tGQ95B0X\nK954FdUvCDu9I61pJAyGsX5CnzqRfP9HPo73fehS/Oq3j2PO2YuCyxQFMBjmL1qMqdOmwvV9yc85\n81SYIJy86F2AaQE7V4A1H0SiciocS0Sb3/3By/D+j3wcV1z/FXGta19CozEa3/3e95Gqib4D4r9r\nArC1MYONq4WcYvO6WqSzedGPriB4207+R9BHfwCWSCJhJTD/nCV4+pFfhwfxpRRJkyERI8mbG7I4\n+awFqLrgomCbEtOIyM/OmLcQl1x1LcxEApYhvgcQeFKrfR/5rZD/W1bJa1eRcmXcq3KILY1ZvxKk\nGH8H2x1c8/udnaVN5Ae8WOSjHsk4GPAvj27BDX/YjZEAnbinEUFT1kVFD8lvcxcswqlnLcC8KRVd\nft/VrFGF+qIbSLic95oHIC3cbNvG0w/e0383EOq8tBV8RdQvTbLrE7pCI8ny+cS5LJYh9m+P2UMl\nzYHJkmjJufjaq3tw/omj8I2/md6vY5ww6zRgjajC9R/3PIQzC9Dw9gaDiaSvrCMmTQYTFagAEf2I\nRwwBseTemgvHve1x5F0eRG2kTdKoEmG7JUvsApIMhed/+vkX8a+LT8GMC85Hug/yHwn5wooWuBAD\nTSWERKLscd4l4cCweYXImbdKcNbic4NJas4llCXCRL3yBEPOCcm4WsyDSESRxN8I9jHAIsljBgsn\n0UTipd6cdYMEuozDI+etT7soTzCM9ks9cwrJrOOFS/MlliCDalECuUxrGSoRjU5O1T6RunK1z3ft\n3IH5U+aJCLZpIO14cMkIjgWIZfCMw2GwqI+rcJQIz7UrI8cGBYUY1KgpAZHEqSCBKRbti+tI1X0C\nOy3/exmV64pwqJHkU86YA6zaggS5qDxlDsZPngTUNWJ8qej31958C1QyFYw7gCsmimcuCiemYnyJ\n425aW4u1Ncux+NzzMf2C8wFGQeETADCZgZ3NueC3oT6tfvfUMtyVmw+cfzbgAT///f/B9SbBc/KB\nHKLd5hhTYQTL+GoRmxu/+X1kbY5TJ5Rie2MOm9bUYk1qOVomXgBmlcEygHxHOwCxr5RxnDRzCXbt\nacfpZ8zGYYuw70gDysqzAEZj3Mw5mNSxJ0i8pAObgPn/BG9UJd6prsYFHztTuV8UjHtAJLbe8OJu\nmMt/B6p+DFYiCe+ah4Uu2o1GQWcufA/+9X3vxbatW7F34iJg7z7AzYtEEwipjJRbVCQMpB2O+2vq\n8M7+Drx3lpiMJU0jKE0ucSTtYEpFwl9pRFi63BNORjKhUj77VSLKFQYsC6zEx2PE8xjA5AoLdWkX\nN7+6FxfOGoMpFWGS5t5WO5KXQEQAi8o+oi4u4jMOgkcsHOdKG2yPB8R/uGJ4t05jyNFbmWDOO8+4\nI98T9RhlDaNZ/Wld98i5obaqO/TVwq0nEAhb1tfiZz/7eZfRaEL/EprkQ6VQGYokcJ6Yvgf7q8Ug\nekumLATyuDubc4GGsr/HAIBTz1owoBOm4FjkTzyU6Et92olUwworcgndpRy3HFFrJ2mEb8rEKYXI\nyCj0lBIOtNfjzwcdfP3aK5GqSUWWpXuD62sM45GeIGKokFX530WLz8GZC88FACQrRmP2vEVCimAa\nWHMkHZSaJvjL9f4LTJ3EcZJ6wZBQy33keeXEjzF5/YK4GYxF9M9EiHgPu5xHEr0kCZHHtT0eeUG7\nsWcLB0UiXXHNqCq/kCRu9dp1wfeP/Op+bFlb61+/WPKWDhJynDDGApcJVTNJ1HVJZungIGU1QaEJ\nHl2NEAlnnUlx/P7GZVDqRElYA8YihrHos0cU2HNNH1+BDFlwPIJlANUvPQVkWrB68w4cqW/AySef\ngtPmCNcIO2b/RQRsXFsb6Gtv/vwVeOyRR/DsQ/dj89rVwZjZsq4WL/z2F9i0JqzWJ/HXv7wRuZZ9\nu3eAMwMmERiJceAwy48kCwKvRpKbssKx4faXVuFr/3MPbvrsJ/Hw3Xdg08b1sLMZbFq7GlvWhvkL\n+3ZswfhSA0f8JLIdG9ai/dBeNHbksX+9SGZ88ZXX8dBdd+DRX90LADAzQmdujJmMqvPOD6+fhSs5\nMhFvy6bNoo9Pf4//zrBBhgVGvBNJ3t3YgXt+9AM8/c4G4D2XAxd8GgBQ4evFLSN0xFDdfNYeyQTv\nXBlJVvHspiafzIqVBZP5Pu+teXz8qW2BZEG8d6KBG3X4ioh8Z3lMS84NkmMNhkAGAwB/2d0Gm3NY\nBnDzu6cCQKR8ekPGFYVbhFejOE8XLi5EsfeakrF33Qu78PzmJgxnaJJ8HCKVSuFnP/tZlySvt5LN\n69es6rHiXDx60h0G2t1CvHB7PmZfNNW9Yf2aVfjuDZ/B//5vz2XA+1rYQcL2RCS8UKmGjPC5/hNS\nRqLVGX/e7Tm6XwjksmvCMECsf4VZVGLwxG8exIY1A+O5DCjklQmNnmvn8epjv4TFCBk3WkFLjUxm\nHC9IRGNApCywmnQSL//K/D53smlgdy0wYQZc18HK5e/AZOhU7rk7yBdLN7LZTmSb4CdFlQstp0sM\nxIXUwjCA8oSBtlyUEBI6O68QIVINCxTN+geikXIipawvEy9ZSSYTJotFmqITIqJwEu5wQu2qVXj6\n1/cJwkVCxx0nkRHfXYqSaNXmqsMWk5ya2nAseczE+lUrIv0qk/LiEbUI4fXJUldje/3adV0WjZDk\nNQzkMby0tQXfeiMsBx2/v4jvQwoJhrQ/i14zIRZ9Rhidn1KRQLstSpszIjz04/8A0s1A2RiQlUS2\nrRk714lCN9/96xH8y6NbAkK4fk0NXnvhWeTtPDjnsB0b//Hv38aj996JW6+9EmtX1yCVSuEb1wkS\n/a3rP41UKgWikFSedNrsSF8lJ88EgeGU00/HfGW1yDIY6nZsBADsOlQffP7i8o3Yur4Wv95tYfes\nvwf3vMDZIZduw+qV7wipg4+dm9ZhXImBOr90Ng/kJGMB208qHTsZRGGy4Ycu+TiY5+DsC9+PeQsX\nKVF7oSHftCacKNzzv/8hvqycDpz3MX/FxcCsU0/DkiUxiVjldDi2jSTzfyyTTgYApNNpAMCB3TsD\nuQUnYPaEUnx0biUsI1ytKTGNwDVD4oWtLXhjV3sQDDEMAwmT4e19HeiwOV7e3uqPCxFZjrjDKIOt\nOwz03FwAACAASURBVA/n9z+yBT+uPiy28WVqi6aWY/6UckyqsGC7hITBglWJ+nRIklcc6ABjwFXP\n78DVv98ZfB5/hcX/NhjDKN8l5mC70+/iXkMFTZKPM0iv2x/9qGuS15MdVyqVwr99/gr85p47uiWI\n8RdZp+/9H+lAJ+6JH2LPkeSqqirc8+Aj+OTnv9hvqcXqlcuFv2g3ZcCFXrLwSPlXXt6D9z+yJZjV\n9xUyWUNGn+R/VXKyeeOG4EHV30IqEq2+zrbEErFHu48i6haloIVKkh9/6AHcdPUn8dvf/raodoWQ\nURGG+sYmNBw+iKd+8VO4uQzq6uqihENG9ggo8X1o5efNOTconasuHQb9pyxjuh6hrLwcRq4VqBgH\nM1GCReeejxKLoTHbfTJbRL/rky5J4mQ7JEItqvIS5BSQTk7ApvWr4XghqQz8uqVOFoi+SOETRGUS\nwJjSL/55BHkN2xQkOJEgxuqLM22Hlew8osjzhIDAJ7e5pQU3fPXf8NsnnsXNn70Mrz6/TESk1OFJ\nnaNj0RLWCqEnYGdzPkLGzGQpzj7nvEgEN+hjRNsVeZGzcLs4bvvO14PIavwY6jgxGPCtN/ZhY302\nSHo7krbxT7/dhO2NYSENdR8ZzQya4Ue51T6RKxcqJElO5FoAALsP1QHcA+eekAaYCcAqgUkeeN7X\nEk+cBQD4+vVX4eG778CXr/oUXn3uqaAjRDENLgiznccrv3vWdzfKB58te+IpvPD047jps5/Er3/+\nE7zy/DOiQSueAg5swD6/quW2dbVYU/1m0N4Du7bh+1+4EiCOdZu3BZ8/VrMXr7/0+/DCfD0vmIFR\no0bjvPOXwqDweXPmWfNQZhlol6XZwUXBlLLRgOUn6lWeBGYYMPzEvecevBvUVo91m7dj1apVkb51\nOeFPf3gumChEclzeczlwwukgZmD3prWoXf5W5B5g2lwAwP49giwaldP91RtBsfZs34wSRfJmGQwT\nyi24nNDkR9OTJovILW559zQAIvHSI2Glx/x9K3zJ12HpCkPA3zy4ET9b7pfmllKd2ARL/Vs+H/68\nu0202Q96lJoGZk8sRVPWRd4jWAbD+DK/nLgS+f/16no0pB2sOZKJ5F+oK0aA+I2uOdIRPKsYgDEl\nJpImw/tPH4cPn1mJ4QxNko8zSK9brxuSt251TbdRZrFvkXIFP5qSdT0UGm3t8bjyf70c86wFi/DR\nz/Rs4dYTFlQtgZVIdlsGXD6ICr2ymkMi4lAoud7dksPj6xt98hPuv37TlmCbH3//29i4VkSQ4mWN\nC4Uk324ui2ceuq9T8kt3ONwROkZEdNemBc9z8c1vfnNAymarUbiGxiafLHDAc1FXVxddYkbUqUKt\n5VBiMaUscChHIBnrU7iyR4SKigr8y79cDDADt9z5IOYtXAwGFkQ4gc5jUyWQeYW87mrOB5IGuYuc\niwTez4aIyrZ2hOWlv/eV65FK1QS2ZIH3q7JP3ou5MlBYYEVeO5czByCoiCh3keeV124ZLIi6y8pw\nu5rDcsqchxXqVOLZ2toG55N3AFf8FJ7n4hc/+gFqamqwwV+p2rSmFjwW4ZXXH0TGFcKe9Cckc+bO\nDbb9x0suxxlnL/L7Mbxh8eXgeIRN2rnZPkFQ4TITa2uWI0qzxfFWHujAwbZwwjBttFi63uO7cKw+\nnIFHwFMbG4POdjwejC2DsS7lOZ3bpngTE4LkvurfPQoA2LBlB0yG0DLNSiJZMQYzZs6EiahO3q6Y\nKJ7nMOCd/Q+Ab4O35G/eC2aEntCv/O5pbN26NexHIix7/FHc8cPvgHv+M0ES7Ob9QOsR0Lipfqc5\ngBc+d9oa6+Dmc0KnXC6SC7HhT6App6Gx9ISwcWPFv8tGjUHF6NFYtPgcVMkS8ADmzJ2LhOIt/9HL\nrsTcM04FDBPT5wl3jMSs+bj8+q/gQ5dfJZqSzwEdDeAVlVi5vDr47RsMWLWqBq89H04UYMRStsZO\nEZfuOnBzmeh3py0BLvgMuK+X5mVjkSgtB7PEMU4/Y04kL8QyGSp94ik9h0ssIyK38I7sxPhSE81Z\nFx4X+nmDif/KYXJY+hX7H7y6Q0SWGROOFBsbwnZ6nLCtMbRtVHNCH6ytC3ysk76vtcuF00/CNDDe\nT7SUE+IPzBmPDr98vISU/cRlRa15D198aQ9++OaBoG2OR7hg5mjcuOSEQFc9XKFJ8nEG6XXbFclL\npVL43heu6jbKvHTpUliJnuUK4iXbC9Nj4sU8kJXWBJHpXVbgUe/a5Z4wd8FifO/nD+LLX72py2h0\nqLnu3wSgUKu2L/xhN57c0ITGjHxAif03+Ho6AHDBsC4lfEfb88WVFpbL6fu2b8aj996Jz15xWZ/I\nbcbhASmMLPn7ER/OOd586+2i2gaoWlNgzLhKMOIwDBPwHIydODkeqIwQxqDvlXsoCnx0seSvuhh4\n4l075zSxxDp+5mx/eVQ6QIht44VB1AIla9asBidBzg93OIH2WQ5VkZgZkmbTEH6q7dnwmC4zsWJF\ndbAUH0TG/e8ZWJeOC/GxqrqkGP5vVf5t+Yluqj44r+h8Sy0jkneQMA2sOZwOiKeMXpWOGhs5J+cc\nzz/7FL6ueM6uXx216ZL3RK3uJUs7y/PnFZ/w/fv3Y+v62iBiKzsjTnCVOY/SJ4LAlrDoM8oqFRUV\nCcD61SGhBwGf+/1OXOd7zBoMmD5ajO09/mRrnJ+sJjW0YMCulnzEOSL++++sSQZqamrw1IO+TIWF\nkWTeLMo+UsV4MPLwrZ8+gKlTp2LmGXPBDQtTJk/G1dfdGO3QSuGEwc6/FPj764A574FhmJg24+TI\npM6xbTz77LORXT3PA6lLgj6pNAEg1w6U+MndfsJguKMT/ldus10EXMZOPznc7sSzAcNELpdFrqMd\nJgMmTpwUfJ3wpQcSM2bOxDkL5ot+TAoZkgMTCy6+HJN9xw/LNAU5Lx2NReeeHyzMMDD87pln4Hnh\n83HySbPEP579HgBgVtXfim3Jg0nhPTulwv/37PfATJYEn9vXPYZ3f+CTAIBTTzsDCYUAJ4zOJNky\ngIYDu4Ntfvqdr6EUDlpywsddVDMUCYDy3bnfn4DF36QMwIeXbcW3/7Q/+OzV3Rl88eXdqDkoAjLq\nSskTG5rwp12tcDjBMkWUGxBVHS0DGF1iwmBhMZmFU4QXtxpBPuQXHGnKunh+c1MwfqSEM+Wfl/kJ\nwQljZNDPkdFKjQGD9Lq9+eabO5G86upquI7dbZS5qqoK/3nPQ/hET3KFXqKoL29vwUeWbY0sMw0U\npO6qJ7jKMqnMqC8IBJwxbxGuuf6GLq9ffWH3B4VqteXMnvsdL6JkhDNmzwm2sUrKcNbi89BVoYne\nvG3jCKKCrliSdLuUnBAaYsf1iNCSC5fhJYxkGZhhIJlM4rT5xVUEVLP+DcZQPnospp44A5+89ouY\nMKES5WMqO1Wlilrl+RFR5R5K67QweQy+PEG6GDA4nMNgDBP9pJdGpWSsiJqIPpd9J/H6O2ES0re+\n8gVsWC30tEkL6MjziPY57nzA/LawREngHGCOGo/55yyJWpkpZLYrq69Aj6vYrMV/Q+o+gpxHk8dk\nxFrupspWEn4JX2lDKF/MibKw4AUzDCQSSXBiQalk287jtd8/i/VrakIiKtsm5zKMokmUiCbbrV5V\ng+/e8BnUpJRiNd0U+YhcMwGplSuRyeWRbjgU6YtxU6bjyYd+gd89+Thu+twVAaHfsj7UQi974F5s\nXrsaY3xS/PrOVpE06p/0SEf427jkyW249oWQWDseYfvGdZEKbmrbNq6pxbWfvgyP+FrhLetqsX3P\nXrF/2k+AGlWJkmQC8xYuxvQTT0SyrAKuT37mnHF65How//8ByXJMO2mm6J7xJ4JzjuceeVCswKjd\nEnuomaYZRJsBiKp+AN538QfBFLIJz40musnvXDssDNIutMlbtu/GGMs/zz/cALznChAzkGlvgWlE\nbdSsmK1a3b49eOze20UfN7WgMsExpsTEw6sbgnLvt952J2adcgomnDANc+YvClxdGAMOl0wGLv56\ncLxps04FAMw5eQYYCKcv/XsAwOy58wDuif8BOKGEcOFEB+aoSnz46hsifTR98QWirwxE5BYqSW7I\nuEgYonjP3u3hCqCTbQfLtKA564KTOIasvCiRdjjuXnE4Ig3xeNSxQk7CWnzP87VHBFl1Y3Ii6Use\nJ/AJw4DBGMaWmEGi5dhSC5bBIrK+Q34S4b2pw/hVbT3WHhFRbJWM3/LHvWjICB9mq+eq8sMGmiQf\nh6iqqsKNN97YieQtOX9pj1ICAJg9byE+cuU1WHzOOZ2+A6JRqK7wwz8JzVbN6nWR8sTFIggC9sIx\n1ZdqS85FF7LDHvGN1/fi2c1NkYdD/PhqewoF5313RAAQtD/vhg9GTsDJp54abPPpr3wDs+eLJBXp\nTiDRHCNuvbmTyOs2uCcq73UjOVF1qoDQ2+1qzuNgux25vuu/8QNcft2X8chjy3DinPl9vWxxHhKa\nXCIlGSsWZSwrL8fHr7oO5WWlwktbDWNTlHh6/nGCKKohZRBROYIaWZaRVtNASJKzbuB7LSUOQNQx\nAwBStWuDfztgWFPzDgDxAu2Qb3XlZSejsUCYMOgxE9PHCcK54L3/FJw33Cemfab48j2CqLc8XXyy\nIaLP0cmEOlGQ0WG5RRD1ju9D1KlIAQAsOu9d+NzXvoF//sCHYZji5UxEePn5J/Hlqz+Fh+66XeiW\nn13mrwTJtjK/Ulp4LyI+76YF13Xwzjtv93g9UtMsq6Q9fNf/4qorLoMHA8inoaK+oRHVf34Nd/7w\nO7Cl9MyNVuN76IU38PUbr8GevYK8bmnM4ft/2R9cc3POw8bVIaluy3vBJOC16hrcdsfP8dBdt+OW\nz1+ODaujutl1NcvDqqeugz+/+ByWPSE8iJFr9687gdKSEpRYBhIGC+QxCcYCu74AMxaAve8LOLRV\nFPihikoQcXDiIuraRWUowzAx63QxCSdOMAwTZy+qwnkXvg8AkE+3A0qCHQMHU2OdMpLs+nppAHBy\nQD6DQ02taGttRlLKQqbPBTNMjB07DqbBoJo/WAYiEoZ9O7fCy/vygkQZjHwH/nbWaGypT2PVcrFK\ndfaCBTjltDPArGTE1YUB2Dj1QuD0dwGTZsEoHQXPl07c9J0fYGyCsG7bHgDA2DGj4XleQPzb6g/i\n1BnT4DETFZNExPq7fyvsMWXirmmwwDYPEJNHaSXZYXtCb8wY5s0NgxsJ7mJq5ZjA9cNgDJaBTn7L\nv9/aEiQvAkKupSZ27vOjzZWl4nxyRUtO2r669ARMKLPQkHEDklxmybbxIFpfahnB7ythMIwrNdGa\ndzHBJ9Tr67L+fRHb7/PPo/7W1x7JoPZQ2j/PyKCfI6OVGkOCRYvPwa13PoCvfK1rKQEQ2lL1zOO6\n/jKVSuHgYZFYcPu/34LVqwauHLGMMPUmc5C2UkD44i4Eyw904LdrGyJZ/Cr6yY0DOLznSUZ3yPt2\nWkQ++VfeSSfMPAVQrjuqhY1WNWvJut1OAIBQbnHGvEX41LVfwl0P/BZnzl8YieCJNkSPQQRUJA00\nZaNtm3ryafjYp6/BosWL0eH8f/beOzyu6tz+/+xzzoykUbcly71XXFTdAoGEGick1MQ0YyCATQkl\n5RJCYlNCIBUIGGwIYAMGm2AgCQkQEgKBuKrZcu8F4yZZlqw2M6f8/thnnzKSDLn35vkl98t+Hj/y\nzJyyzz5tvWuvd73/XNBk2rC/OUF9m0ljuxkae+VAEHyxtCZtZr2xy2M4PC/RQIAVzB0zNEFbwgrZ\nxqW6GMh+yJet0u2tWrmCdTXVCCFk5TgXpMRNJzROAwNBgRHNYLxbVEUIQcIMF/lQDK8nlxSCpCWD\nhLyI/LK6uob/uv5KNq+r9bYbDAKU726qJjl0uTn+Pe4OUSeNvY0TcsTwA1SfUU4GCnmoQMEKMMnB\na6529XKe+uVPsB2Hs756obdh27JIDp2CE41J3fIv7qO6qorNda5FV12NhF7upgxNhCVcub0xjAgV\nk6fy599JAPzn15Z6SZLeITuEqqS9/vxviCeSMnEsBSTjlhC2bRvGngGRNASC7Nw8f3sX3kOi9Gts\n37YVjkkmesfRDvbs2uUt851HFvLw3O95n++4fgZb62qZW2NiX3Sf1FsnE7y46Bn+a9GbrHVdO8aW\nTSISjSI0DYHg2NF6TCHlRHagr5qQoCai+2XMdU2QGfVf+RPzJIDLHnQSjukGy9k9EUIQiUT59g/v\nZtqF09ENAyEEhmFwzoXTufnOu9m3c7sEijjYjs2mulpWffi+3ERmDGH7wfc5XzmfmbO/heaeKA1H\nMtCBZcaNnwDtTbJCnhZhqHWQ0VkWPYv6UtB3ALl5eTLoDIC/iKaFAOPwESMw1MUQzSAnK5Nk4xE6\nbEH1ajnbtWdTnSxFbjmYdjjRcmSvbPlhxq+xr3mS9TXy/fTh22/Q9NEODjZL4B+LZRCNRMBNIuzf\npw89XPeH5ZUy96Moy59VAtnvSEringL4pi0/awJKxvog+cHHn2Zwn14ee6trcjtBJvn2qVK3fSQw\nK/utN3ez91icPm4f9jbJfisl0vJ9Lfxu81EvYDU0QUGmQb1bUTSii07SEJABiZKORXQJko91WF6A\n/da2Y+w+FqeX662s5BcqiFYzKy3uMzUV7P+7ts9A8v/x9s/ICSzHYcS4EmbfeHO3iW0KJHSnnfU0\nm120FStW4Li6NRNB9f9iOeJPy+AGX+ippWU/eR/+wu3dFIp4suoQKz86/t/WJMfNTw/cDwSS8FZ+\n1MLjf13P759/krf/virE1irbMgf5kG3qsDx2KWE6IccL2wkXIgHYcdRPzlAAOpqZzTeunsW4kjJa\nEw4dAYBrOzK5K2HZ3n4UZDItJ2Rzp6qqOUgGsu0EFR9Tm+04NLYnOdKa9KqmqSbcJChd81+m+5ri\nHGxJMm/1QW85K4h4XWCtKmxtravxEt082zgHNhxu55DrQawkDLoGuzZKNm5t5Spuv24Gm9bWoGv+\niwUhJT5qvPsNGen14/Z7fk5s4EneNZa0XT9mETw34etClSi2lBY1PYekmWSdW01NyUl8nbYIBQGy\n+UU9VB+D145irIP3ieOEbfHkd2HtbPDe0jVZYtqyfMeA4PSwbduYZpLK1Sv54lfOJy2ahqbriKwC\n+PJ34bwfyuUsi9+/9gp333w1zz3+MHNvuprqqkrv2gomEQIwfAo3/mohmzdvYv4Dc6le+SFPPDCX\nl5e8iINvXba2ppoFm+KQ08tfVyWUdQLJUlKgDS7FOetb8IVrsSyTp395P3qQLc0uBKFLdnfFSziO\nw4p/fOD/fsYN/P1DX6aU1NNY9txv6DBcGYrbl1VHNdbqg/n+M3/g3m/fCA6cevuvEL1HYNs21cs/\nQItmgJnACOzfSsSJ6jJIa1NMsibIDoDk4f2LOGtoLnZ6FqiyzTlFTLtwOvfOW8jXLr6UM889H02T\n8FbTNL7w5fNpbmqUzhluE0JgWzaO60ZxYO+uUKJe7z69mX7NbNLc+fUpJ3+emTfeRu/eRd4y35hx\nNaK9WZaYNiIUFfViUFEPnMx8jGg6hstu5qX7yXSGBoHDYciw4dz4vR94n3Nzsjn2sQxMnAypgd+8\ntpKIprkVWv3xEkLQJ9v3CCY9y3tXVX34N5y2JsiSnseJthaWLF2K4cpLBg7ox/EDuwHYsktqgBt2\nbkIPaHgNTf5T90yweh5I0KkhyAgw/WOKS8lJ1/37SAjP71u1vq7uXTnxKHa69lCr50jx8MqDbDrS\nHnrOz6887JUENzQpFZNMchjAq98Bz+dZfZeXbtDUYZG0HfplR4hbDi/V1XvPm31NcdqSfvXS26f2\nJjOiUd8mZ3CN/xD0+R/Szc9asB1t/3RAwrQ7a0ODrSHlNy9x+QR8aEvCwjkBA6u+VeVfg23q1Kle\nopaRFmNs2cQT9P6fb58qLg0wc56V1adsrQEgGLTqCraffvgxj60+hOVA4wnsv0JdCoHGTw/cjwWk\nEo+vOcQ7R6I8/8TD3HXjTLbv9H0r9+zezbKFC6isrHRdGzo41OJPuSUtm/0uS2I5Ds0BoOo4Dh81\n+xIJlcGsmGvbkVWbgmPjIAHUx81JT/OsDjFp2yGbu/ff+TOb1tW4DgUae5s+vfuGA7Qkba/SW9AN\nAnwmOaLLh7r6KVjgIlWjW1VZxfdnS63pD2Zfxdqa6vA14sCly7Yx6w+7AbxqZZoQbKhZDbaFoxkk\nkz5YVTKOdPf49jXLeyMReEkfyOjHDX/cxd92NXvjFXTVwOnscdzhfjGsnwvuMvMQCJb/7S+8uWyp\nb0WYAnCDn20HXqyr9xwpIAUk0/U2ZOAQ3o7HcmvhQhq6kExycAYj+MIW0XQMI0I0pwdv1Ozia5fM\noGTiVIonnywX6D9WblfXsW1ft2yaSX736jIeuX8O9377Rh69fw7bt28F4JpSmeDlFA7l1ZeXhsbt\n1ZeX8tarS/nedZezaN7DfH/ufbQNnCgBuWrXPyv/JtpD6xb2H8LUL5zJTd91wVj/cfJ4kgksNLTV\nL8OhHRCNyVLJZhJaj4HQpDUbwIqX5N/cACjvM4qV7/0Fmt1levaX4LRd6s3pMYAV7/2FOTfO5J14\nf+xLfo7j2FhmkqL+g0iPGlxz83e8zR3+aA+b19W4gYPvYx2UW6RHNKzj9bSYGo5wv+85gFOmXcD6\n6lWsq6mmrmo1lmmC42BZFuurVjOhfDKRaBqapqHrBhfP+CbRaBThPts1x8ZJ+M//fTu2ePsHKCws\nZEL5ZA7t9Zl1Q8DYUcPJ7z8MPZJGUVERPWIGxzp86ZII+OuC/BwEjBFdMGr06PDnoYPkh0wJcCsm\nTkJ3vYkX1hzhT9saveU7ET/Z0pps6udPQ7NMMOQswpChw5hYUSHPLxKYHtjqSqeyCwDYvHYN+a6E\nQfVlTGHM6++erRvZWlfrsbDx1uNsWlftOaLMqpDXRlDHrGuQGdE9Nl2AJ3VQ+7lxYhGGJjjWYaWA\n4kNeYKpmvA67z+aILigIyC1SQbLqc+pY57pyC9N2KOuTydjCDBrbTS+Rd83HrUz/7TavHxFNUBAz\nONii9vufAT//M3r5WfNaZWUli559+lM5CkhLpu5/T5UM2K7erztNbENbkite3cFvNx7tJPpXbXN9\nO21J28/gDrSKigrSM+WU1nXfm8uo8f975YhBTUmfGGGqpCzb+XRyi+D0eBCUBpOQumpb69s48ikL\nSQSniJWP7adhk7uSfNia1GFu2bbd++6VFxbx0oJHuPzSS9i8rsbVhsrfNAFtpu311XbCDgGKfVaV\nltRwJC2HzetqWPTkE9RWV3lTuiDHJs3Q2Nfc4QEjtUXbCbCIts17Ww4w56arWPLiC7y+aAGrK9d4\n198neTo7DqTrGlFDJs8FZQIgWWJNgKFpGIFpZ/VXsteEvIdXrlzu2RxKf9hXw0FjYPsquJElxaGk\nYrJnuRUxIkxw5RNemVZk4JRwL4v2wJjtcIPKbUd9D92gNRvC6VSyXK0f1SBixcnvNxTLMtm6YR2/\nvv9HPPfYL+Q6gT53mBa/33LUr1ZnOzy2+hA3/2m33I2QgVOIfbYJWbM5ONRUV/HEA3N59P45bKmr\nkfvxCfNQOWVVVntNta/DDd47Z5z3DcqnnsJjKz/m79Gx/Pbt96lZtZx1tdXeMpqmU37yafQcWYJe\nMAhN19E0nddeeZk3ly1hxXt/4U/LljDvFz8FYP/qdwDYuGMvmzZuCI3b5o3rmf/Te7BMU+pvE678\nJl/60vYbPNRbdvSokaF1v3LpVcz51eN+LkN+P5j8Dd+lJZmA1qOQ2UPqbW1TfgbIdkHx/o3u5wJ/\nwxfMgd4jPXkGPQbQb9AQhHJRyJPT6qaZSmw4HDzSQEY0QvvxY57e17FMatas6jTFHyypHjM0jh/Y\nI8FezJeLzPn1M7w4/xFuvftBIjkFRAKORuPKJzGmuJQH5i/kmm99h1t+vZjpN3ybGx96jlO/fAEA\nUz5/asj9oe9gmSwYDYCtdVWrQoVBNtauoW9hD4jlYiET8goyDGxHargVMMxM0VQHp+wjWmeZwEkj\nhwPQa/h4AErLymhuOETStFm6oYGnqo5413XcciiIGdx1qrwOBpWfBsCXzruQksDM6uCh8vpQoLow\nM0LZBBkskd0TgJKyifTMMLxnu67JQFr5PG9ZV82ds2d649TSWM+t187g4NY6XrxoOOeP7uGOlX88\nutDIyzA8L+WI7vsXq+dzVBf0yJC2cQnLZmLfTPplR2gPuAv91yny+JSOOaIJYlEtFEx1zSSHxzor\nqnM8YXsSjbwMg2MdVuj9Ydp+LkbEZawVSP6MSf6s/a83VQjk+d/MP2G1N9VUUk5323p2weOhbZi2\nrNbVnTOburiX7zveZdGRo+0m3357D/NWH8ToIuEDkMkwQN8hw8D55+QgJ2oO4aIa3bV1h9qob0t6\n+tNPslxTuioI62yF+ITqhJ+o2/Zb0HEi4eolP2pOfOLYpLolAIisHhhGhIFD/MQ9S2iet/WG6tVk\nRXXvuHUhaO6wPImF5U5DHmlNemb0EV1Q32p6vwO0tLXzg9lX8dSjv+Kma66gpsrXlzsoH1fh7ceb\npXCDC82xYf3bcNIXSVgWd8/5ES8teIS5N13N+yskA/upPJ3dy0y5UATxrGKSlbdop6DGkaWTveQd\ngSxYEEgee/N3y1i/tpqu2uF233ZPE4LxJWWkp0UZVVzODd/7IeuqVrFpbY0LGGXLyzC8QC3YHxV8\neHIgnBDjrhLOgneVknH8/vknSTYdobEtPF6/W/wMVSnPiNc2NzJvzSHe3CYLT3RlHXXHO3uZ8Zof\nZK1fWx2yZvvjsqVce8V03np1KX9atoQ5N8xkzZoqD9B3JdHYtH4dt918o/yQaCdh+vfSe395hxXv\n/QVbHV3RcAleRcA5wTCo/OBvPNk6iuQVjzB89FgqTj7V8+hVzXZByNu/fQGON1CzaXvYpgywlB+0\nuQAAIABJREFUhp+MfcNi3wdXJY9l5ADw1UtmesuOLykJravu+a1bfItFTr4C0W+MPHbbgpajkNVD\ngk/LlFXgwGeOj9cDcNKpX5afGz+Wf4eU+5XiTruGfe2a37d8mQgmtABIdMfHERpWvF0GaS6IFo7F\npClTQvrVmn/8je0b/LLdGRGNUUMGyg+uvCMnfhTz1GuwhU7yvLn8tm0ID8yXjkYLF7/kERsnFZeR\nPuXrPLQjg4tf3sZD29MpO00m7o0YNZorrp3t7WfQMAlUhZvo1nD4EGPLJqEFgHRJ2UTSDD+Qjeia\n57AQTEaNRcOQJZXdDDOgmlf+2sgrRCAlNh/88TWcwPtp4byHuWPWDI4cacDQhFeaOa1osLfdXgU9\n/e2mJJwVF8WYUFwMgB7LReAwtrgk1FdDXcte0mKCpJmUVQIBLNNzCspN8yUl0RQmGfBkGhFNkG5o\nZLgSBpCANj/doLHdwrQlWVHWJ5PGDtMjJ5Rm+HCrv04qKI52o0kOLyNcbbdbcCRdp9GtwJlhaF4p\na8/iThf0CDDJqR7k/67tM5D8P2gnKu/8r2iqEIhkuRL86le/OuG+nS6maMEH2wvnPRQC25IRE90C\nR8Wq6poIMayqKb3qzsa4N8Wc2tSNGrckw/W/A5Fl1aC1B1u9G7K79p2393DLm7tdttb+RJAcZEiD\nTHJEF53cCoItqmufOgAIZuQnLOlu0Z60QrpNJ2U8HcfpkskeWX4K13z7+/TuP9D/cvw5iEiUSCTC\n2HJpsh/UBR/tSHrBhYMEwh8fT4SSCFsTFpbts5mtHYlQYZnqNSs9KYYiFXPT9UCBDsUqyutI1wR6\nw17QdLSsnliW5W4r4VnKtXWj+/bGAJ+99CvS+b9bLsNraKLTA/l43EK44xAEd+NLyjj7a37ymGVZ\n1AS088FTevvf6vndZsnKtjU3svg38zE0yC3szeM//7EHKje67H2wXxAGyar/anyVWiEgFWbNRy28\nvvmot067CzTtjlapnY36tmqqs6tWrgx9paZv315Zy6a1NZ2uMSFkQYK2pF/Kt2bNypA12+svLpRT\n8G5LJpOsWrncu5el60T43t5QW03C8eaWQzNcpnoNHXO14v3HQe8R6MoeDLBOOiNkSbZ1wzrWfPAe\nmp7i1qBkA7YFTQepjzsy8cwFNkLTYOp0SItBgbxHgt62l9z5C86+YLr3OdWBR00lp5ZgPm36tQB8\n/vQzEe3HIJaLiGYwdNhwvvD5UwDoOUyyjZdffikCh4El0hXmtF62BNJZPRBKGwzwpdu9KX2MKFww\nB83VRANEe/aTjHokjVhGBuNLysiKyd8HDRtBWXlF6Lpf8c4bXH/VZd7ndENj7CgZTOcNOYmo5nD2\nkCyIZiBcQH9My2RMcSkXzpzFhJKy0DltTbk/FZsZ0QTDhvtBekQTrK+tpv6QZMn//sYyTMuhuLQM\nAF04jC0pJappHvliaFIOopo6jlR3jiBmNi2nE7OsksWOdVjoGlSvWYmdTJEC9hlF0rLZs3sXkQBI\nVmBOT9EBq3to3peH8Oi0wSFrOkvoGJqGEIKoFmSB3TGPukGPbRExIkRVf62k5xS0xU1M3bS2JgyS\nRRisqjHJT9c9NyGZUGd4oFhVy2tJ2LQlHVd/7Nq7BeQWaSmgWCUSggS3crmwhjqqSaxg2srtQu6n\n3ZTMcs9OPtBSV66eOZ/JLf6Pt08q7/yvaKoQiHCZwQ8++OCE+66qqmThU/M6/R4E20E/ZNNNdOoO\nOLYm/amjrpbx7GF08YlyBPXbf8fJoat293sfcc/7+9nfnPxENrnDVP6q4YAgYdkcbgmzcUEA2xRg\nknVx4uMDurWXS1rhBLXgizhpSeDekQwn1LUlbY60BuQewO7N4WlkgK27dvPMrx5k+649AFxZXIDT\noz/nXvddnn7+RUaPk0yQN93uyGm8NF3ZaUkdbGO7GSphLDQ8fSCAFkkLTcOOKZ1E1cet3naVgsEM\ngG/wqy0Zus4lV1wJwMkXzPCdEWybzJw875iD5zJppQYK/o4kqHQ6MckKIKeC5JqDrW4CahiI2rbD\n6ef6yWMRI0KxK5tQCwWnrOsOt9PeEWfDmuU8/divaGlsYP/evX753mSCdZWr5PXm9k0FDvFAoOmB\nYxVUOGHdrxBw7R92smhtvXcOFJOsY4OZQETTOH3a16TzgRBEomk4OQU8tWixZzF29IC0Jdt+uJk7\nZ89kU91arw8N7Wao0M6zCxexaW0N6Tk9cSZ8CRA4jsO+Xb7eXfUtJy/fe7lvqZPs+cbaGh69fw6P\n3j+H1pbjPoCNt4YFzQr4qe9GnQKX/ZJr77jbW8Q5fTb0HR1YJwPbtvjqhd9g8mlnBmwKAiC5pR4y\nezD5lNO4bNat3HLXfcy88TbKhsrpZnoNAwR2oLLakvhIPmr2ZQBD830ADbL4x7uratm5XTLtZyfl\n+BWOlPfVhNIyvnDKySA0Ij360n9Af276ttQ6N7s+tZdffR2ZOtRt2QFASVkFfXrkMGBsOYNGj2dA\nWgLRsBfSYmiRwP6HVGDlBSrSXflrTjr5LAYMH01WZga6JoilS5Cdk52NJvBBGMhKcQn/2GIRjVwX\nRIrMfKKG7hXEOePS60PHLSU0hO6v7LQwYP2o2WcMg/tNMwRrK1fhRGXhELulgfXVqynoKdnZqBvo\nRFJY4CBAVJsrjPnnynKn+b3PDp20tAoktyWll/mkKVPQUt8Pl/wUplxKY2MjVqKDHFez2xy3MDTR\nCfCqfY7tlcHwnvLa1TXhyQfU76kV9gDSovL8lJZPZNZ376LjuDvLYFvc8cM5ANwZmLUJ6rbVGGS4\nzx+1n8yIHpI05LtyC8eR4+P5MbdbRDRJ4GRHtRB4DY19CnPsfU4JQEJsc6Aq3/G4RUTzQbJ6b0VS\ntc7/IejzP6Sb/37tk8o7/yuaKgQyoXwimqZ1ArnBVllZyczLL+XpRx/qBKQV2Na0sB+yAhXdgeQW\n9yFvCEFXJJ/nfOBZ23QPIpVf7f+S2sJragqoqxbsj/pv6neNKdZlHZbPNismWRe+VvNEze7m+JO2\n7ZU8BnxPXHwLONNxPGcIkC+EI4FES8eBjet9n13v+7RsTDPJ7t3y4aqm1krPvogJpeXeO86TQeC4\nGjfhVVZTD0wvmHBfPi0Jy5cFCJ0H5i/imptu46Gnnqe4rAzDTYgJVmMLgnHwbch0DcaNlnpPO7MH\nWoDpa2yUyTQJK8yWH25NhNj7oM+pX2La4XhcJq1I/2IhmaAUkLxs41FM22ZR7WH+5EoPpEwARo8v\n5YH5i7jyhlt5cMFzpA8c0wmsX3xSDwZmGyQtm454AtsyvfLXHYlkCPRn5eZ1cn6Qx2d3+s5n9B2e\nX3uE9Ydk4phAeGyUkqEoR5GZN95G37596T9sNN+7/xf88umXmHbhdEqnnMyvPy7izfSJfH/2TDat\nrfGsxOgziviX7+APv33J68M1r25l0cKFnkvCsjfe4jvXXMq897dIkDrSTaRTFl6Bdt/cH3HXrCtY\nNO9h7rrhKl57+SX+6/or+NOyJfxp2RLeeHmxZ59GIlzSV8/IQgjhFaNQbeMWCUS/OkoGTRPOOM//\nMbcIoWkMH30SP/j5PG75wb2SMfaYZUdKDzSDVR++z9iySUy7aDrTr5nN8H5u1bazvwWX/hThShqG\n5Mn+vfq7PxARDmcOzWFKv6xQn2oOtPHzzTp//+vbAJScNApD86vo1e/fxwd/kpXpEui0NjWyc4O8\nT5NCyi/eevVlWg/vY/9RmZR3eP9e+uRnEyvsTzSWRU5WFmeM7oOI5TFigvSjN955VI5VACQn0NnQ\nlsHePbtJdrShCx+46EIyj8GSv8KxiER8B4demRFv+bakTUSTyVgAY0+dFjpuR2niA7eRes5eVSLH\nc59rNWZogmhAcJoZ1Rk+YSJkyHwUvb2JkolTOiWEnWjKXx3HwDw/aGhJ2OHiIl2APT0QIGsCyssr\n+MrFl9KpFQ0HXSfR1hJiUbvqm2JAdU2EgvZIQAaRuo76r4rlSidOormpEUcVWbGSNB875uIK3wd7\n33Zf1qOOQ3kYq8+RgDWbklsc65CuEhHN1y0f7bC9PuamG14xr4gmQgmChnfMXR+PJuSxh/XuUkoG\nUN+WlOA8FtZLp4Lkz+QW/8fbico7q/avkGNUVFRw8czriEZPXPRjxYoVJBKJLoF0RUUFS5Yu5eLr\nvsWLS3w/ZMkqipDwPthU5R5dE52SiMC3DotoQhZiSNHsBoGG0pA6OJ84rf7Ptu7AeVtKFqMgzGQ7\njgTCtuMnzjmO/zJQTHL0U2YcdBcj2A6uLtrp1K+dO3ZgOVL2EvzecmSBjpoDrW7/YOhJnYtviMw8\nDCNCH7ekast+yVat37YzZPVlBY5PjYXy0FWZyx2mX/9PEyLkqRy3HMYUl3LpN29gbLGcNhXCcdln\nPIZXVX0LosSkqxVWpU9zBwwnEpWsdDQS9fyC5diHreUOtwScKQgU+XDgnvf28cvlB/jGb7fxy+Uf\nS2s2V24RnNk7b1Q+Wxs62NrQwfzKwzxZddgdA784xZjiUqZfM5usQWO4/g+7eG5tvdcJ5fGZn67R\n2G6hR6NoyApk2CZ6RhacPgvSsxGaRvOxY6FCJ0qKFLzP1P+DcotfrjjAXe/uc8fft3tasXYzS5+Z\nz7bt2wAYPmIkAwcNQk/L4IM9zRyOC/76xuus/vu7XlZ/Ij2H+b+4n7q1fvIcQ8qp3bTNPy/oLPvH\nOsyG/fKLgkE4jo2jKqQV+BKekRfcwLhTpyGElBWZpoltWTiOlGS8++e3Qklmtm17IFgkw44R13zn\nh8y86XZOnXYeEU0wY4AEDh+42vSiDumtXn6WD5JFwQAc2+HRn/2YTeuqmXbRdH7+1GJOPedcAD53\n+tlS/6lHsCyLDdWrPcu3Q4cO+zvvMxpbyOtwXNsmAN7/+wfyujveQNTwX+RfGekmt+kRzw1ix4Za\nemQYXhW9/Xu2YwUcMZobjrCxJmB1aSX58K9v4yi7M+Dj3ds8PWfScmQZYMPBERqbd8oZofO/IkFr\n33FSLsXfngLAieXhaAbxlma0QHENVXgjyNad+eWvsXSp7/TRLyfqLR+3JOuomOWgA0xb0kITgsV1\nR3iq6pD3vZo2P290PlFdeMUjjBTQ1SNd5/NTJ3os/4233kZFRbkHviIBsKdaKqBSUgNV6lt+F2Y3\ns9P0kGY/NeFMBQ39B/rXcZlxGI7sBF1HGGnkZGWG1vEAYuA6UL9FtXCFV9WXVJApj83VjyddXfbB\n/bI6pqtRFrbFlKlTXVwR9WaxgpVTPU2yEWaSU9nzdENa9rWbMohQHs6NLjOu1lF9T014NFLOh67J\nd3enMUkJHBRr39hhuUmiOumGCGmSoymSjf+E9hlI/m+2E5V3hn+tHGPYSeN5bvGSbvcNLoiP+tPh\nqUC6pLScr824nrIyv3KeSpAwuwDAAMfj8sGpia4T5JTbQkSXkXjqEkFWcN++fby6aAFVlVUcTEnQ\nOuaK/z9tCzLHhk6IgQ22IBj3fHsDT7nqqkqWPDOf195dTot7LEJIn2DT9pldLWUb3bXuZB+2a8Ow\nraGDuGmzYbMPVBb/Zj7VbhLc7mNxjrUr1wmHzKhGwrJpTVg4OPQbNrrTtsedfDoPzF9IYR+Z6PP0\nD28A2+L13/+e6io/ucqx8cA2SDlFIpBg5pUfDoA76cvrj9uG2ho21Fbzwm8eZ9NaaTfVYYarsXn7\nULPhruZdF5IRyTA0tNwi5j3zAmefdzFnnHs+lu1QWVnJ688tYMVq/76xHYejAclHiKl3YHFdA8v3\nSXbu/T3Hvf2tra1m1+aN3qLJXRIovv9BwLeWcMKZAlSbNkng9OrGo7yysYGEI4OAiC7IT9M52m6i\n6REmnnIq13/rdvr07cvhWH8o+Qqcfj3RSJRxZZNChUFABj3B61bpO71DSrl0hPALFCz67essmvcw\nz857GPBBSdy0+ckHH/Pg1nSSSTfxs6VBbqD/BLZu3+Fbfa1ZJv8qb+C3HpYShViez/R+7nLI6yMT\n0QByigCBkZbBlkHnsGfKbGn9lZqk6zgMGzUGTQtPx39xmgS5E8aHg7u8voO5+Kp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WSHDstGlgrVOdZhsrammh/ecCV/WraEN5ct4carLmO9O5Wo+mbZDvv27gkdX5qT8KawlO433dAk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CnCwmWL5U6pb/bkFcihkIvHuDQiD/+y14TLo12LbNkZPluq8++ySvbF3PU6sfirdzhlj1lz8w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\nntJp5ccAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8590f7fc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m2.plot(forecast2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G/F9HsRSQiIiI3IFBYJnd+3IMQzNp/NPxC+HzeqqdHSIiIiIADALLaiKZwU9e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\n/vnny76fmZnBbbfdhuHhYWQ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Esk2gXpp2gwYXlgRKMpJWCQhFxW+30XujVOl5\n1dMxu+ySbQJV3skspXePsFPdTcUcLQkcHBxEd3c3RFHE888/j5tuugnBYBBXXHGFk4txNWWgJz1+\ntW5whtso5afXPoG02vupLU8vH8VvDNEv0TO6DGXadi+kRm7odgOL4qp+yXcm0zA6vVYHiXJURdlr\nE+hcPgBpW1JnE7YSbBhoWaGxLJMzVEihs1F5XhtnZZe5sWOIvJRKKPq/Vttut7CzTW1X7+fPGf2Z\nSx03eiWSsnPZfBZJwdEgMBgMIh6P48CBA+jq6kJLSwsymUz+TRnzmfICkR+qRfbUkgsE5Ieu0WqQ\nfAmeTrsNI20ytKrc1Ko+tJYjT0clQNTJh9pL2a0y8iQo6OTTiOKOPOZLP8wO7aJ1TJSjY4i96mBn\nL8MZA8evtXQLn42ub8ZiwO2Wak2lcpRQStfV2ruDJeeSS27p0vWQvmmm0NTH+QcxJ8mH+jJZEig7\nT8pXEigfGqh4Yun5WlRYYTOPJOdoELhhwwZcf/31iMfjOOeccwAAe/bswYIFC5xcjKsp20TIL3Ly\n75TzGE5b+pSkmNlIdaFWaYs8YAVEj/6Jqtf+Q68qzckLv5ESI7u9+fR7pxlMw2T7Mq3pylESaOdC\nWq5qW8dLGC20dVI73wwty6X3JavV20bSzKZrb363lARK8yGtDlZev926n5XXcTNKVdOWnN9gKWmp\n/a53j7CbR5JzNAi89NJL8eqrr8Ln8+GYY44BkK16+PSnP+3kYlwpdywW3uhQfLMWNS4eRi/KytJG\noPjp21SbQI3/59IVPdLv1PKjvax8m0DV5UvT0M6nEcohKtSquqwETvIewOqBtpk0zd6Ac9MVVwfn\nftu/+pmtolbjeJtAlfPGkXQt7TNreXHrjUlwYH8riYprhll6b4aoFnmbQGn+sr8LzQTckV8ltYIH\n4/MWPlt6Y4jB65zsoaxU50EOEVNWjgaBL7zwAtauXQufr/DS6ZUrVzq5CNcrBIPyvwHti7DxNoG5\n0iRJgKJRqqiXpNG2iaWf1rSXpfe0LDr4JCdrX4gSr7AzcdGW7zdletLtby6oM5qDkiWBBtPRzVPu\nt40LabmGiCnn6+hMdwwxvSz58eFkGzw7ylGCZaV9rJPzl4N0+0iDwNwns6X6lWanc4f9/Wns+lTq\noUyv5F72t0v3QS1xtHfwAw88gMsuuwz33HMPdu3a5WTSNUPvjSFaT0mmq4N1gjMjg3VqTaPsVSY/\n17Sf1tSWpVXqqcyz3SBC/sSonpZeXgylqxMcG68ONpcHrZJUJ2/k+ZJlB9Jwil7psh1Whoixmhcn\nj28nOVHyq2S3OletpqTa5NXBxcGIk+1yy8FOTYvt3t4Gl2u0gAHQLzRhSaB9jpYE3nDDDdi7dy+2\nbNmCG2+8EaFQCO9///tx2mmnzft2gcobqrJaWG2a/P8Nl0wUX32KSjU0qnrlk6jfDJSlX9K/9Z7W\ndKuKVdZNLTC2Stb+RVQ/oEWNgMpoukUXQwsX2XwpgsnlawXzTlz6cmmYvY6W8wXuTgSmeukCxvOs\nLPkxvCzJ54wI+DSnrCyr66OfpjS4Np+uk6+QdIo0TymVjiGF88Yd+VWy0v5VMnOe2eFlpPOXmrXU\nNUT3HuHg/YPK8O7g5cuXY/ny5bjkkkuwbds2/OpXv8IDDzyAI488Er29vdiwYQO83vn3opL8iac8\nCVRuPqWqYWXpqlT96jWMVVtucZrq8ypL/koNF2CkOrhUo1+711EjAYmV0jPd9wXLqqDNBvBGp1ef\nXOttL1ZYrVpWPiw4qVyN7q3UIFldt3IGyXaU44bpaHWwSzaVNE+zkoZxyva4bsmvkp3SWXmzCSvL\nNnd9A7TuH9KHA8V3KgUrZJ3jQSAAHDp0CFu2bMGWLVvg8Xhw4YUXoqurCw8//DCee+45fPWrXy3H\nYquqqCRw7rfawa5TsFTUhkjthqtXhaK23KK8av1f9hQIiJJYXfVpTZJno8tQfmf3JmkkILHSkFsv\nXSslmVZLuIoegnUCb6vMlmiUs0lOuUpZrLRD1XpYMjofYLzquRKsro9+osXpW5zdNQGzNBeyNoGK\nc88duVUh2ycmz21ZgGV+DQv3H/15Zftd5RyRza1Iy0qpPmlzNAh8+OGHsWXLFvT39+OUU07BFVdc\ngTVr1uS/X79+Pf7xH//RyUW6hrJ9nNrYdFrBiKyHnSDC7ysEgWrti/TaHBkZE0/z3cGyHlv6waY0\n33pPcqUGmbZbBWTkqdda7+Di+dWXafDJVyVd3elV9rX0byeufXqltUbmcyof8rS1jyl76ap/NpSX\nCpemlEs5el5Lrxn2xwl0B2meUiptAssSTDtIvk9MzqsoCDC9bIPXp1Kl5fojYKh/JmscDQJfeeUV\nfOQjH8G6desQCASKvg+FQvOyFBCQtDvTuGnrTaPXrk2t1EXU+F76t34Vs/682fnFkk/pessSFdOo\nfqn1vQlGngoLT6cm0tUpObLUuzm/rYzNoNUmsLBd7V/9TNZQS/KgfwG3w8q+MpNuNm2D+yA3vcmQ\ntJzbxw7R5DFoJs1sujbnd0kUKM2TdLDojOKcdG2bQBv7RHaeWFq2aGjeksvRWQf5vO7cB7XE0SDw\n6quvLjnN3/zN3zi5SNfQC/6U/1N+pRYoFr4r/K0sZQSKTwIjJ66yylo1H6KRdhva3+lVWypLHO0w\nMnColWu1XmmXlZIwq0M1FO8j50rKrKZVzmE9ynVftdLrMT+ZjdIUtwQ2QHm2rfxcML+AcjYtsEqa\np7TKRaWmegebnrf4fmNq/sLMJZZT+Kz6QgFZu2vlvNI8mswgFXG8TeCLL76InTt3YmJiQvb/+f7+\nYGWpmFopWanSHaC4CF7tiUn36VmndK44H8pZ5TdKeemJSjr59Iq/1CtlcvLpX16KWqok0PgVQ6+E\nUfadwcus2RKu3NbXyrITJWV6+093Pp1tY5fag44z6ap/1p1Ho+S+9HwFbunxClhfH/00CyyVHEnn\nd8m2kuZC7bVxhfOmcnkyQ7ZNTe5sp0p2S5YEyq7bJfKhvCfazCPJOdpN97e//S3uvvtuCIKAZ599\nFk1NTXj11VfR0NDg5GJcSXlDLbQfUbmIFJUsaZdmqd289NurFS+3KK8aN1rlyaXWM1l9WdrflWrv\nYXdQYCMlEVbadsmeNhXfqbXzLJ2exeltpmNkGeY7q5TvSbwSvYONtwmcm9f0suyVppRLYX2cy5OV\n8Rc153fJtpLmY1bWJlD+vYsKeWWUb34yw+4DntGxNUuV5snb1erdp9xxzNQyR0sCH330UVx77bVY\ntmwZHnvsMVx66aU49dRT8fvf/97JxbiOqBIwKH9r/U/5d1FgplIsLn/ljnpaeqeGZj4UAVWpk01v\nWfrfaQe95kkueBpXZaNPp+qpqpTcWggozA7Uq1x+rse43viLZsjWyWRS8pJQZ+WSLle6gJl9lvtt\n/UZqtmF+OemVzttNE7BWPSo/zu3mxhnSbEjfHawMcNwU4MuoFBxYmNXS/shf90vMq3d9zX6vHSSq\n3RPJOkdLAqenp7Fs2TIAgN/vRzqdxqpVq7Bz504nF+M6alW+esO5mBlyRK2ky0h7Nb2TUHMMOkWv\nMumNWDWY01ifUvlwsnepkZ6YRsZONJOuvd7BxqZX9hhXLtvudpMFRSYvpbL97fBVWG1AdEfThfEA\n2ok2k26qrsr3DnYwTbulMm7cVprjBM79tnA5qSh74wSKqp/NLrvUOVbqQclom2w3tbmtVY6WBC5a\ntAj79+/H0qVLsXTpUjzyyCNoampCU1OTk4txHbUbqlr7m8JTkrJkSRp8lS510ivVMNKmSvONIcpl\nlbjA6/WSE/VuODZvHPI8lE6r8MYQE8vSuQhZeVo2Wxqp9WCQ+2j32qf2cGJ4Xslnp3vn5dfP4VIW\nvXOmdF7sLMs9oYLeQ5vlNBXtiE3P78LqYGmeZEPECLnv5b/dRl5TZC6T0qmtlGIbPcZKNinRua67\n9fyqVY4GgRdeeCEmJycBABdffDFuu+02JBKJeTs2YI5a+4ZCgUbxRU552Oq1a1NLW+9pTavnr9ry\nSo1/JysJ1HlaUz2HNZaRzaNzF35ZWiWqg021CdS5SFnraZoLmA0uX7ov1I4hm9c+p0oLnL4Gl6kg\n0FLprdVqv1Jv2qkWZXMP6aD0VsnHc6v8/OUg3U5pSaYKD/alH7Sryd65XfhsZfWMXp9KnY969wg3\nji1ZyxwNAteuXZv/vHr1avz4xz92MnnXUmsXoxZ4aAUjeqUUospnvdIvIwGPqPituixRfb1U01H5\nUnf5JdI1w0haevk0lq76NtZbpnYeDAYgks9qbR3ttkey06bQTimi0bSdT9d84Kp1nhidz8yyKkF5\nLbEfAiq2jYvW1Q7pakiHiHH70DA5do4/0WaAZfScKXlv0fle+TBD9tgOAgcGBgxNt3DhQruLci31\nNoFzT0Qq0xW3MStMVfSeRJUDXu8mbKQDglaplLJautQ7GqXrqCxZ0HrjhfJ/dktKjJTwWGnbpZdH\nrapaI+kZzYNWaZtTNyIrJWNq+XGyp6k0L86nW7wMw3kxfSNVX261ya4zggivz4mSQO0Sm0rMXw7a\nbwxR/+02drap7Ni1sIJGS89L5dHo9dctpce1zHYQeOWVVxqa7v7777e7qJqgDDjUGqTrjRNYdEJI\nTwbV6dUn120TmPutUYqY/yxbdnF6eiULhWVoLz+bT81smqbZJlDU/151HqO904yWKpm8cUgnk7YT\nNZtOqfwoPxuaV1ZVYy8fxWmXJ10ps+0yTbcJlD1MuafCSn7zFFH8Tie7aVqYX/LZLUGVNBuy6mBF\ngOOSmLWIvXO7wNI4gfn21/aWY+QeB7h3H9QS272D77///vzP5z73OWzYsAG33HILfv3rX+OWW27B\nqaeeis9//vNO5NW1pMHFnrEk9o4l8wfuWCKDFw5OASgcsPsnUnhrOC6Zv5DWX9+RD7ItDb7eHklg\n/3hStryt/dMYT6SL0hqcTmPbwIxGfrO/R+IZvNg3pZqPJ9+dREJyAdw1nMDBiZQsHekJ+L/vjKsu\nI54W8OS7inWSzLhtYAbDM7Oq+TRCmtbmd8ZVn0BzeXl3PIXdwwmD6RY+7x6Rr7v0u9eH4hiYKp3/\nXD4HpmexXWO/SElX45G3C9s2l85kMoNn9k+WTEczfciP2T2jxrZLNg+Fz7vnjkmnSEtZntg7oT+x\nqXQLmX7t0AxGZtI6U8vzcnAyhTeH4voTq8wHZM9nt1RZSW/Mj+5xZttKV+3lQ9MYS5TerrI8SeZ/\n9dA0RuLm5i8HaZ4ekxyD22MzGJqZzZ85fZMp7IyVPpcrTbpPnjkwifis8QcR6Xmy5d0JpEy+QDi3\n7fonU9gxqL1tpHl8baD4fNS7R8juf31TsvsfmefoEDG5QHDx4sXw+/1YvHgxLrvsMvzmN78pOe8r\nr7yCL33pS/jiF7+IBx98UHO63bt346KLLsKzzz7rZNZtkV7i3xxKYMM92/P/S2VEnP+bN2XT7R9P\n4Yz7dqom8P/89V3ZzU96smwfjOOkn2+XLe/h3WP43J/2FE0/Ek/jnH97XT2/kgDtY//xpiQbhZR/\nvW0It788lv/7lUMz2HDPdtV0AODTD74tCySkebzwt7swlUyrzvf4vgl84ne7VPNphDSt6x8/iP/v\n7bHiaeZ+7x1L4vT7dphO99WBGZz8821F6QHA8wen8CGN7ayWh+GZNP7WyPSSDFz18F7sHUvI0hEB\nXPDAW6qvtTJCun5vDSdw6i+MbRdpHoDCMekU6TH4id/vwqGplM7UZtIteHTvBC75Q+ljLpeXAxMp\nnPmvxoe5ki7r248fwCMqx2Q1SI+pf3zoHewaNh7YaqYp+fw/b4/jsofeMZmnwue/7pnAPzy423ae\n7JLmaWC6EHw89e7/z96bx1tSlXe/v6q9zz7z6TPt7kPT3QzNHNRuaKYGRaQlUYxB8b1R43QJyccg\nwfjeGBB5lRdD0klU1AtRUS7JNd4Y4zWSCYL9MqiA2hAUkQDdyNBND2efeT5n7131/lG1qp61alXt\nql11eu/T5/l+Pv3Zp2tYtWrVGp71W89aaxrv+NZz3vmDM2W8+f+tXZaPNPSbfOeZMXzyf71S171/\n99QI/vJHB5I9m4gQl30jPG1oGj/00hTe+//vCT3/8MtTeDdpI2gc/+OFSan9Y5KTqRFo2zaGh4el\nY6VSCVaNxXwsy8Jdd92FG2+8EbfddhseeeQR7N+/X3vdN7/5zabbf1grZweGWu2aPmuCCY2yF/W8\nXxHjK86QZ3g85P8fmKlK/y8rF6jh0B6n+v6z0jn5OXvH4qtQKmqcR2blXmG9Kozqk0aHutT3pg1F\naHgJoxH2Xurx+bL8jeoNP9m9y6dsqUHPLmUznKq+7wsxlM96X1NNn5EYquORQE2D2QQKUXiYcqBJ\ny3La+5eDqDrjV+OLy5r/s0CN34sT9an8APByQpU//rqpyndXymNUGxFo/5ogz6xkMp0dfPnll+OW\nW27BG9/4RgwODmJkZAQPP/wwLr/88sj79u7di6GhIW/yyPbt27F7925s2LBBuu7ee+/Feeedhxde\neCHLaKcmau9cwWLFCm141eMtueAEC/l6+Vhni2/LxymC6jWWbcM0jMDx9ny047ga70Vpn0353HyZ\nnFOe1FnIRT4nMg5KWO0tcr+m3uo6qi6rpw1IOtFBXJ0zHAN03t26QM1r8xWrrlmeaZqx5fTdUtN2\noZKNEaiG29lSO8/VnXeU/7fn68/fWaKmQTnhUJ82TOX/nYVkukLg/hjfZbmJ+u7tLeaKmh0MJEvT\nYNuS7HvETRu1DukK1NsRbZwax4R5jpHJ1Ah8+9vfjk2bNuGxxx7DSy+9hN7eXvzBH/wBtmzZEnnf\n2NgYBgYGvP8PDAxgz549gWt++tOf4tOf/jS+/OUvR4a3a9cu7Nq1CwCwc+dOlEqlOt8oHpOLQTVm\nqSyrQ/sOlQKVsIjX3Lw8LFMan0Cp5KgHo7NBFWFyUva/KxiWF1ZVqdh1714uy2HuO3gYHS05TE3J\nPmZ5O/hsGt7CotxLPDgyig15xw9kcVEexjtQGkFnpQAAGFd6fe05u+5vNDcnp9345BRKJT8NdMOl\ncZ41Mh3+7mNj8ru15YyaYVZifBfK3PwCBttN3LJ9ANf8rxKGx8ZR6lgM5Kv9h0bQbc1GhqVjajFo\nAMT9Bro8mVUZm1fy1KGRMaw1kr+fyriihrTFyHPq7Mi47zgbyJOTKJWcOmJionFDw/MLchocGhlH\nqZBORRmfkN+1zUhWlgP3p6gLsmJqeib0XEcOmKvUly+OFJNTcvxzdjl2HKeVdzeri4ner2rFq+cm\nAuVRvnYs0Eb45ycmZV/DgmE1tFw1K+vXr491XaZGIABs2bKlptFXD3/zN3+D3/md34Fp1rb6d+zY\ngR07dnj/LxaLmceHkpurAHhVPpbPA/Ab7M41fbCVa0S8WtvmYGDG6/sU2rtRLA4CAJZalwDIfhnd\n3WsAjHj/7+ts9cIyTPla3bvn8sMw4Ds4d64ZwGBnC7r22wDGvevaWgsA/EraNOTwWgpTAPwC2dbZ\ng2KxFwCQbxmHgQXvGe3dvSgWOwEAPfPTAHy3gZ62Qt3fqK1tAYBvvBY6OqWwylUbwD7pnjjPmm1Z\nhJru4r5D1hyAQ97xrtZczTAN4wCoa36t61vbZpDPLaE40Aeg5KZtH3L5MRhYJN+uF712S+L0y89X\nAMguF3HDWGwNT5u0FAqTMDDvvV9bVw+KxZ7U4fbMTYHmuTXttfOcDdmXKu47trctwMC0X56VPLnc\n9VEYhdZpSOW1yy+v9dIzNQHAb7zXdCYry2tmJ+X7Y3yX5aZznwVaD1K621owq/ipNjq+Kl2HDQBj\n3v97O9tjx7Fzn9wG9HR2JHy//aB6YNi93YHyKNdhaxaUNoKc75mcgNr+9fb2Nt13WCmkNgK/+93v\n4p3vfCeA6GVgfvu3fzv0XH9/P0ZHR73/j46Oor+/X7rmhRdewBe/+EUAwNTUFJ588kmYpolzzz03\nTfQzQTfUZ9nA2s48hl3VZL4SLpTbAHrbchhfcNSCJdKb0oWtHmvL+4axZQMtpuH571UtGzlTHjC0\nbKC/I49R11dJDLmpotlSNfw5gqGuFhxyZ8cuSqvrO+cOuufosF5A6k8h59uw0VUwMeP6ji0q6Vyv\n/456XyFiiL6zpXb8Ldv2hnYB1NyxQTxCPHeBDAfL6WoDdYygpXFrWk6XKMuW883isg0Hx/lm9T3L\nsp08Oe3myYWIsn8ksW1gXWeL58OaRbzUdO3Q1BFRqGkc57ssN1HfvWsFDD2mKtvK/xcTugzEfXSt\nIWu1ju0iLkPqOV27xMQndeqpxlvYvyg2b96MgwcPYnh4GJVKBY8++ii2bdsmXXPHHXd4/84//3xc\nffXVTWEAAn6lccnxjmLRnnf8Rjb0tHrXiEb8ok3dgfttGzAMA71tTkanhowI+00nOGEPduS9Y5dt\nXgPAMfRoWNvWdwaeqz7vhF4/bsJ4E6G89WRHHSi7xy89wXnOQLvcZ7BsuQDSZ1k20EeuX1TOK84d\noQAAIABJREFUAcCbT3TCbTHrX7TWsp31CTf2FAJxAPx3esNxwXSPQtQzl5J0V8Pc4cY/jk+jDeDc\nDf4e2rWMG9t2lNfWnOle7zzVsoFip7/C23ydRpIwxEWebU2wcLCaJ4sd2Q0o2JAr/KwMKPG+oszE\nyXI29OU1zn2GYWCDmyeTNqTLhQUbBeLnm4WBLb6OVxcl/Fy2Upc1A17Z39TuHbvhImdorS1vwrKB\nC+vIF0cK8QnecpJcj8dBGFjiXlUIqH0/sH2jX8+FTbKxlTYgZ0afz5MCG8hzzbLA5AoltRH4e7/3\ne97f11xzTei/KHK5HK666irceuut+NjHPoYLLrgAGzduxP3334/7778/bRSXHZEFtwx14D1nDqCj\nYMK2bbTlDfz15ScAAObcmXgn9rXhmnPWSYaPowoB973vdACKauYGfv6GblxxWh9ac/4Ejj/Ytg6b\n+1qlWbuWbWOgI4+b3+hMqtGtEWXZNjpaTHzpLcc713hKoBPOrW/aiI4W01st/+Lje/CWk3oDiqJt\n2zAN4N9/5zQAsvFqwzn3rXedHHgn8QLvfc0gtgx1BGYdJ0EY0Pe8x4nDkmI0iPQ7eaAdv3f2WrTH\n7DWK+y7a1IO3ntwrVUIiupef3IvXb+qO1fO2baDY0YL/cbH7XWoYN5ZtwwBRAl1DwoZTIf7tO04C\nACyW60s78Q6vHerAe18zmGhyjnjiBRu68Vun9kkqaVpEWfjeu08FkN3EEPG+73/tIF6ztnaeE43X\ncWsK+MPzhmIZjfRZBoB73uO8g5onG4VtOxX+f7j1TBbGqagzfu/sdThloC1xWRb3f2hLEWcU21PV\nBVkhvv3/uMAfjfrA64o4Z30nypYN2wY2dBfwx9uPAdB8RohI0xvfsB6DHflEaSqu3PnmTWjLG4kM\nSMDJY8d0FTyjOayjITpl73vtIF63riPwHFGnvvc1g9g6JJ8Xr/NhTfvHJKdpto0766yzpL2HAeCy\nyy7TXvuRj3wkXuSOEKLQGYaBQs5EuWp7xolQcoQx5jTspluZOEOCotEouNcuSUqgCNu/TxwzDQOF\nvCkVEJtcC+iVIhvy8xbcZUZEKKZpoJAzIFYfMQ24/5fDEmVPhEMbFdt9J/H+C+ScmNEr4plGkbAg\nG0tqwyYqGxGXco3litT7TNP5hlIaq+kfI0zxXYTiNl+uSkqp/nrDfy8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vJAUnoSFOe/xq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XsCQ1j0EBSp4eF9pjvxw8neS8OSmSDdNiUcqlzPs6mxs+PW1Tny+9wcj76bXEejvxNzNsw3k+\no0LdyK1utuoWcjmaZoLdxCiguSX6KalvMVBUZ91scHPrcBD46quvMm/ePH799Veuuuoq1q5dy733\n3kt8fDy+vr7MnDnTJIWje5pqrY6DJQ0MCerZi0ut7bkrQvFyknP3V1k2PX3VGS16AxvSqxgR4kof\nX/NtDzU51ov6FgPbcmx7SriqsZW39pcxNtyNad3cztBFIeO/N8VyS6IPq/aVMX3jGUoucbH/6rSG\ne77KItzDkdXXRuFqwoLEtio51J2fZifyzytCOV2lZeJHJ3lka65N7KP79RkNBXU6bunng5ODZf4W\n1l4X2NCip7S+lSD3nrEEwZYl/r7mcn9xz14X2OEgMDY2ltdff53HH3+c5ORkHBzOfRNKpVLeeecd\nkzfQ3u3Kq8NghJRID2s3pUfzdpbz+rWR5Ne0sHR7vrWbYxI/ZtVQ1aQz+zKCsRHuuDhI2XRSbdbX\n6a5Vv5Wh1RmYPyzAJPX+5FIJr02M4KWrwjlQ3MDY9em88WsJmqZzN46vaGjlsdQ85n2dTaSnE29P\niSbcq/eM6sukbYk1v8ztx8yBvnx2vIrkdcdZu7/MajtoGI1G3vytlCBXmUmKp3fUwAAlTnIJO/Nq\nLfaaf5SjaSt8HuVpX/Uc7VGCyhkJ9Khdlc6nw/MpU6ZMueQxjo6958LYUTtya3BVSBkvgkCzGxvu\nzj1D/Xj7QDlXRXtwdYx9r8H89HglPs5ybjbzVJeTXEpKlAc7cmvRGYw2uetFRUMrHxwp58pID8aE\nmzbB6vYBvlwW5sYjW/NYvruY134uYVCAC34uDpQ3tHKwpG03jevjvVg2PtQmt1O0BA8nOS+khDNn\nsD+Pb8vjubRCPjxSwXPjQ7kyyrLXtx8yazhR0cS9A9xxUVhuRFYhk5IU5MqRUutMi2f9nhkc52vf\nCX32QOkgI8rLkRMVtrMEwhzsoxCUnTIajezIrWVwgIvd1Nyyd49dFky8rxMPfZ9HUa39ruUormth\nR24tKdEeuFrgS+7aPl7UNOvZnW+dEY5Lee9QOc06bDo4CgAAIABJREFUI3cP9TPLOrxwT0c+n9aH\nH2bEc0O8N3XNeo6UNVDbrOPGBG8+vimW1ZOiem0A+EcxPk5smBbHB1Oj0RmMzPwik/u/yaZGq7v0\nk01AZzCyfHcRoe4K7uhr+YoLo0LdyKluRm2FKfGc6raRwLN17ATzSvTr+dvHicjEjE5Vaimtb2Vk\niPkKmArncpRLWXtd25fTnC8zbWbD987aeKIKgxH+1tcyGbvjI9xxkErYfMr29uNuaNHz4ZEKRoW6\nkhxq3i/9fn4uvDYxgtRZffllbn+2zUpk5cRIRof1/K0JOysl2pNdcxJ5YHgAW05rGP/+CXZZYJp0\nY3oVGWotswepcLPgKOBZZ9+D27Itf8OUpdaiUsrxVppu1xvhwvr5KSlv0FFtoRscaxBBoBmdLWAs\nSsNYVoy3EysnRnC8vImlf9gdxV4YjEY+O15Ffz9nRliotqSLQsaYcDd259ViNNpWlvDn6VVUa/Xc\n3l/VY7Nx7ZVCJuWxMcF8dVs8jjIJt27M4KXdRR3Otu6s2mY9y3cXEe/rxJ2DrbPtVvu6QCuMmmdU\naUWVCQtK9Gubdu/J6wJFEGhGP+XWEuHpSKydF2S2R5P7eHH3kLbdD/7vRNWln2BDfi2sJ7e6matj\nvEySANFRV0V7UlLfyunKJou95qUYjUbWHyonzseJ6+LEzZStGhTgwvbZiVwf78W/fy3l1o0ZqBtN\nP3ry6t5iKht1PDQyEEe5dbKzFTIpw4JcLV4v0GA0kqnWEuohysNYytlp9wM9OENYBIFm0tCi57fC\neoaJ0jBW84+xIQwLcmHx1jy72v7nk+OVuDhImd7NMiidlfL74v5NJ21nSnhPQR1Zmmaui/MyezFg\noXucHaS8eW0ky1PC+K2onpT/nOCgCUdQDpc2sP5QORNjPJls5dmVEcGu5GiaqW3WW+w1S+paadIZ\nCHMXI4GWonJxQKWUc7y85yaHiCDQTPYU1NFqMDIuQqwlshYHmYR3r4/Gx1nOzC8yL1kHzhbUNuv5\n5oyGcRHuBFq4IGyQm4L+fs78ZEP7MH94pAJ3R8uWARG6TiKRMGOgii23xSEBbvj0FO8fLu/2EoOm\nVgMPfJuDt7Ocf4wNtvqygKRgV4zAbguWislQt43Qx4vMYIvq56dsz8ruiUQQaCZpubU4yiRcZeHS\nCcK5fJUOfHhjDA0tBmZ+kWnzhaS/PKVGqzMyxUojHROiPTlZ0USVDRQDrmxs5YfMaq6K8hBZuXZm\ngL8LqTP7MirUjX9sK+CBb3NpbO3aqJnRaOTxbflka5pZnBxEpJf1a+QNCXRBJoFdFlwXeDZL9ew6\nNcEyEv2U5Nc0222S4aWIINBMduTWMjBAiZujyOKytr4qJasnR3KyookHvs2xucSHP/rseCURno5M\niLHOzcNV0Z4YgS9PW39KePMpNToD3GyhDGnBtLyc5Xx8UywLRway+ZSaaz86xcmKzq83XbOvjA2/\n79V8m5m2T+wsF4WMRD8lhy1YLzCjSourQkqEp5gOtqREP2d0BqxWG9LcrB4E1tfXs2zZMhYsWMCy\nZcuor68/73GrV69m7ty5LFq0yMIt7LwcjZbc6maSgkRpGFsxIdqTx8cE8V1mNS/tKbZ2c87rVGUT\nh0obmRDtYbVF7/38nAlwdeD7DOtvIbcxXU2stxOXhYslFfZKKpGweHQQ/70phorGViZ+dJJ//VLS\n4X2q39pfxvO7ihgb7sZz40Mtmih1KUlBrpyubLLYntuZai1hHo44yKz+td2rDA5oW9e/t6DOyi0x\nD6u/mzZv3kz//v15/fXX6d+/P5s3bz7vcZdffjlPPPGEhVvXNTty26YIJsZ4Wrklwh/dlxTATQne\nvP5rKRvTK63dnL/49HglcqmE6f2sN9ohkUiYEO3JgZJ6tDrrTX+cqmziWHkjKVEeNvXFL3TNuAgP\ndt3Zjysi3Xl5TzHX/vfkRWsK1jXrWfxDLsvSChkT5saqSZE4W2h/4I5KCnalWW9s31HG3DLVWkLd\nRWawpYW4K/BxlvfYMjFWDwL37dvHuHHjABg3bhz79u0773F9+/bF1dU+RtZ+yq0lyM2BQYEiM9iW\nSCQSXrk6nBEhrizammdTu2M0tRrYkF7FyBBXq28JdVW0B1qdkR051ksQ2ZhehUzStqWb0DN4K+Ws\nnxrDmkmRlDe0Mn1jBlf/5wRv7S9jX1E9Z6qa2JNfx4rdRYx+9zifpVcxLdGbdVOi8Xa2vTWhgwLa\nyof8WmT+IFDTpKOyUSfKw1iBRCJhcKALp6psp3SWKVl9wVpNTQ1eXm2L4D09PampsZ3MxK7Q6gzs\nza8jJdpdjGDYIIVMyvrro5n88SnmbM5iy23xNpFt98VJNdVaPTclWH/9W3KoG0oHKVtOa5gYa/kE\nFZ3ByKaTaoYHu9pEEoBgWlPivZkQ48mHRyr46EgFy9IKz/m5BBge7MqsQb5MifO2eibwhYS4K3B3\nlJFugfIhZ5NCosTnwSoGBbiwLbuG2mY97o62NSLdXRYJApctW0Z19V/XGE2fPv2cxxKJxCQf+NTU\nVFJTUwFYvnw5FRUV3T7npZz9/X4p1tKkM9DfU2KR1+3pzve+MYVV4324/dtSbvn8FB9PCsDPitsw\nGY1G3tlfSpibnNE+eou9by7Wt6MCHdmVV0N5ebnFv4T3FjVR1tDKrAQXu/4Mmeu921PcECblhjB/\nShtaOVjWTHWzERcHCYNVjoS6y5FIDFRWXnzZhrX7OMZDzpmKBrO/Tw/ltY02hji02MT1obeJcm7F\nCHx/vJDxYd3ft9kSfRsUFNSh4yzyzbd06dIL/szDwwONRoOXlxcajQZ39+4vAk9JSSElJaX9sUpl\nmRpjKpWKQ+mFOEgl/G1wCCoXMXRvCub4+6lU8MnNHlz/6Ske+EnNltvicbXCPqQAvxTWcUbTyoMj\nAggO9Lfoa1+obyclSNiWn0eJwYWBAZZd1rD1t2zcFDLuHBGOu5PVJyu6xVLXHnumUkH/iO4833p9\nPDCoiU/Tq/Dx9TXrzE9pejMKmYSRsYG4WPA6Jd6/bca66mBbBSfrpEwzUZ/YSt9afU3gsGHDSEtL\nAyAtLY2kpCQrt6h7duTW0M/PGT8RANq8fv5K3pkSTYZay5wvsyyW5fdn7x0qx00h4/YBtnFRgLbd\nQyS0TVNbUl2znu8zqxkX4Wb3AaDQ8yWonGlqNZCraTbr62RqtAS7KSwaAAr/4+UsJ9rL0eJbBVqC\n1YPAqVOncvToURYsWMCxY8eYOnUqAGq1mhdffLH9uH/96188+eSTFBcXM2/ePLZv326tJl9QUW0L\np6u0DBFbxdmNKyI9ePHKMPbk1/Hoj3kWryFYVNvC9xnVXB3jQbANZf75KB0YFuRi8d1Dvj6jQasz\ncoMNrI0UhEvp+/vesvuKzZscklnVJJJCrGx4sCsnKpow2HCd2a6w+q22m5sbTz311F/+3dvbm8cf\nf7z98UMPPWTJZnVJanbbF+aEKFEaxp7cMVBFQW0Lb/5WSpiHgoWjOraWwhQ+PFKBEZhhQ6OAZ10V\n7ckLu4oormshyEJb2G08UUWIu0LstCPYhXhfZyTA0bJGbulnntdoajWQX9PCGFEv06qSgl355HgV\nJyuaSPTr/rpAW2H1kcCeJDW7mkBXB0aE2EcpG+F/HrssiKnxXryyt4QNFqohWKPV8cHhcpJD3Rhq\ng6PHE6LbArEtpy0zJZxf08wvhfVcGeWOTCouTYLtc3aQEunlyGkzlg/JqdZiBCLFTiFWNTy47Xv9\nJyuWzjIHcaU1kcZWA7vz6xgR4ioqutshiUTCyokRjAh2ZdEPeRctZGsq6w9XUNdi4M5BKpssgxHj\n7US4h6PFdg/5vxNVSIDpiaI2oGA/Bge6cKqiyWxLSTKqxJ7BtiDC0xGVUs5vFqgLaUkiWjGRX0q0\ntOiNXBYmhuztlUImZf3UaCI8HZnzZRanKs13d1/XrOedA2UMD3Zhgo3uLCORSJgQ48Gh0kYaWvRm\nfS2j0cjGE2oGBCgZYOFsZEHojuHBrmi0erI1WrOc/0yVFqkE+vuJz4U1SSQSkoJdOV7es4pGiyDQ\nRNIKmnBxkIqt4uych5OcT27ug9JByvQNZyiqbTHL67y1v4xqrZ45g/1tuqj4hGhPdAYjP2aZdwpk\nf3EDudXNYi2gYHf+N01ontmDkxWNBLsr8HS2+hL+Xm9EiCtlDa3kVZsn4LcGEQSagMFoZFdRE8OC\nXPASH1S7F+yu4L83xdLYamDahjOoG3UmPX9ZfStr95cxNtyNSX1s+6YhKcgVD0eZ2dcFbjhRhbNc\natV9kwWhK2K8nfB0kvFzYZ1Zzn+yskmsB7QRY36f6fs+s+esCxRBoAkcKmlArTUwMsTN2k0RTKSf\nn5IPb4yhuK6F6RvPUG/C6dDlu4toMRj4+/AAmx4FBHCQSbgi0oOfC+vRG8yz5qmp1cBXpzUkh7kS\naKEsZEEwFalEQlKQeaYJ65r15Ne0EOklgkBb0MfHCZVSzs5c29l3vrtEEGgCW7NqkErgujjbHtUR\nOmdkiBtrJ0dxsrKJGZsyaWo1dPucewvq+Dy9ipsSvBltJ+tHr4r2oLZZz69F5hnp+DG7mtpmPdeI\npRSCnRoe7EphbQuVDaZdPnJ2XXK8b88pSWLPJBIJY8LdOVTa0GPqBYog0ARSs6uJ83Ig0ktkb/U0\nE2I8WXl1OPuK6rl145luJUg0tOh59Mc8Al0dWDI62IStNK/xkR7IpRI2pptnSnhDehW+SjnXx4kC\n0YJ9Svp9XWBanmlvlE7+HgQOEclSNmNMuDs1zXqOlTVauykmIYLAbtI06SiuayUpwMnaTRHM5OZE\nX16/JoIDJQ3csiGD2ubOB4JGo5HHUvPJq25mUXIQAXY07enuKOPyCHe25dSY/O63vKGVtNxaroz0\nQCm2xBLs1AB/JQqZhN35pp0mPFnRhNJBSpyv+H6xFWPC2pZ9fWuh0lnmJoLAbvJylnN0/kDmDxRZ\njT3ZjX19WDMpkqNlDdz46WlK6jo37bPuYDmbTqq5rb8v0/v5mKmV5jMlzovKRh2/mHjx+6fHK9Eb\n4ea+YhRQsF+OcimDA1w4YuLRoZMVjUR6OoraszYk0E1BPz9ntveQotHinWUCDjIJzg6iK3u6yXHe\nvHd9NLnVzUz86CR7CzoWEH1yrJJndhQyOtSVpWNDbLIw9KVMiPZEIZPw6bEqk53TYDTy8dFKBvor\nGRkqkqoE+5YU7EpmldYka4eh7fNxoqKJKJEUYnMmxnhysqKJsnrzlBCzJBG5CEInpER78vXt8TjJ\npUz7/AxLt+ejaTp/CRmtzsBzOwpZvDWPIYEurJkchaujfU55ujnKuDLSg+05NehMlCW8M6+WgtoW\nro31svksaUG4lKRgV/RG+LnANFPC2epmGloN9PERa81tzcQYL4zAF6c6t076x6xqduTWmG13ma4Q\nQaAgdFK8rzM/ze7LtH4+vH+4glHrjvFEaj4/ZlVzurKJA8X1vPlrKWPeO87aA2Vc18eTD2+Ixkfp\nYO2md8vNfX3QaPX8mGWatTAfHanEw1HG9P72Nz0uCH827Pf9v9NMtOXkkbIG4H9JJ4LtiPd1IsxD\nwXedWBdoNBpZllbIS7uLbWo2yOqVjevr61m5ciUVFRWoVCoWLlyIq+u5b/rKykpWrVpFdXU1EomE\nlJQUrr32Wiu1WBBA6SDjtasjmDvYj5f2FvPJ8Uo+OFJxzjF9Vc48PCqIaYk+yKS286Hvqiui3PFy\nkvGfI5VcE+vVrXOV1beyNauaGxK88bXz4FgQADyd5CSonNlf3GCS8x0ta8RRJmFIoMgMtjUSiYTJ\nfbxYu7+M8oZW/FwufQ3bW1BPlqaZxcmBFmhhx1k9CNy8eTP9+/dn6tSpbN68mc2bN3PHHXecc4xM\nJmPGjBlERUXR1NTEY489xoABAwgJCbFSqwWhTV8/Je9PjaGhRc+Bkgay1FoUMgmDA11I8HW2qTu+\n7lLIpNyY4MMHRyqo1urwdOr65eNsQsjf+opRQKHnSA514z9HKmjWGXCUd2+i7WhZI1FeTriIrHmb\ndEs/X1bvK2P9oXKWXHbpkl8fHqnA3VHGzIEqDA22k1ls9engffv2MW7cOADGjRvHvn37/nKMl5cX\nUVFRADg7OxMcHIxabd5trAShM1wUMsaGu3PnYD9uH6Cir0rZowLAs6b180FnMPLh4YpLH3wBOoOR\nj49VMjBASXKYSAgReo7RoW606I38UljfrfPoDUaOlzcS4yOSQmxVjLcTw4Nd2Xii6pJr/ErqWvg+\nU0NKlIfNLQuy+khgTU0NXl5tU0uenp7U1Fw87bq8vJycnBxiYmIueExqaiqpqakALF++nIqKrn9h\ndVR1te1E9j2J6Ffz6Urf+ktggK+CDw6XcUuUrEsJHT/kNlBY28K0WCVVlZWdfr69EO9d87O1Po5x\nMiABvkovoa9Lc5fPk13dSmOrgRAng0W+v87H1vrWFl0XoWDpnno2Hy7gspALJ/C89KsaoxGuC5NT\nUVFhkb4NCgrq0HEWCQKXLVt23l96+vTp5zyWSCQXHT3RarW8+uqrzJ49G6XywtvopKSkkJKS0v5Y\npVJ1odWdZ6nX6W1Ev5pPV/r23uEy7v82hyO1CiZ0cqs3o9HIR99XEuKuYF5yRI+f6hLvXfOzpT5W\nAf381BxX67vVru1lbTdHl8f6o1JZb3tJW+pbW3Srpw9vHq5j9bF6pg4KPW/8UlTbwhcZBVwd48mE\nfqHt/24rfWuRIHDp0qUX/JmHhwcajQYvLy80Gg3u7ud/w+t0Ol599VXGjBnDiBEjzNVUQRAu4do+\nnqh2yHnzt9JOB4G78uo4Vt7IgyMCenwAKPROyaFuvHuonKZWQ5frx+4rqsdVIRWZwTbO2UHKw8mB\nLPkxnx8ya5gYe+710Gg08s+dhQDMG+ZvjSZektXXBA4bNoy0tDQA0tLSSEpK+ssxRqORt956i+Dg\nYCZPnmzpJgqC8AcKmZR7hvpzoKSB3zqxg4jRaGTFniJUSjlzh/qZsYWCYD1jI9zQGYzd2lFiX3ED\nfVXO3U4uEczvlkRfIjwd+cf2fNSN59aM3XRSzZbTGm7t78PQINsM6K3+Dps6dSpHjx5lwYIFHDt2\njKlTpwKgVqt58cUXATh9+jQ7d+7k+PHjPPLIIzzyyCMcPHjQms0WhF5t9mAV3s5yXthV1OHnfJNR\nzeHSRmYM9MXb2bYWRwuCqYwIdsNRJuGHzK6t+1I36shUa0lUXXjJk2A7HGQS3rg2kqpGHbM3Z6L+\nffOA7zI0PJaaT6LKmX+Msd1KJlZPDHFzc+Opp576y797e3vz+OOPAxAfH8/nn39u6aYJgnABSgcZ\n9yf5s2xnET/l1DA+8uJ7Zze1GnhhZyHhHo7cOzTAQq0UBMtzdpCSHOrGr0VdyxDeX9z2vGFiKthu\nDAl04bWJ4Tz4XS6j1h0j2E3B6SotcT5OvHp1uE3vFGX1kUBBEOzT7MF+hHs48sjWvEvul/ri7iLy\nalp4YESATV8QBcEUxkW4U1jbQl61ttPP/a2oHgephHHhonySPbkxwYcfZyQwKsQNb2c5Mwf68vnf\n+tDf37aLfYsgUBCELnGSS3nl6nBK6ltZuj3/gsf9lFPDewfLua6PJ7f0E8WhhZ5vfETbyPhXpzs/\nJfxLYR2xPk54iSUTdidepeT9G2LYeEscL6aE49uBnUSsTQSBgiB0WXKoG/cM9eOT41Ws2Vf6l58f\nLm3gnq+yifRyZOm4kC7VFRQEexPt7UiEpyNbO7nPtrpRx+HSRrFVnGAxVl8TKAiCfVs6LoS86hb+\nubOI05VN/H14IK6OUjafVPPy3mI8neSsnhRJsLvY/UDoHSQSCdfGerJ2fxk1Wh0eHdxicWdeLUbg\n8gjr1QYUehcRBAqC0C1SiYS3rovkpd3FrD1QxoYT/9vScXiwC8uuCKWfnxjZEHqXa2K9WL2vjC9P\naZg5qGOFgX/KrcHdUca4cBEECpYhgkBBELpNIZPy5LgQ7hjgyw9Z1VQ06Bge7MrlEe4oRK0zoRca\nFKAkwNWBr86oOxQEGoxG0nJrGRygRCkKqQsWIoJAQRBMJsLLiXuHiRIwgiCVSJgU68WHRyqo1urw\nvMSU8OHSRioadWKXEMGixC26IAiCIJjBtH4+tBqMfHSk8pLHbjpRhUIm4aYEkUEvWI4IAgVBEATB\nDPr5Kenn58xn6RcPAlv1Rr48rWFEsCthniKBSrAcEQQKgiAIgpnc2t+XbE0zB4svvINIWl4t6iYd\nE6I9LdgyQRBBoCAIgiCYzY0JPrg7yli+u/iCx7x/qBwPRxk39fW2YMsEQQSBgiAIgmA27o4y7h3m\nz56COg6W/HU0cF9RPT/l1nJjX+8O1xMUBFMRQaAgCIIgmNHcIX54Osl4IrWAVr2x/d+NRiMr9hTh\n5STj/iR/K7ZQ6K2sfttRX1/PypUrqaioQKVSsXDhQlxdz02Rb2lp4emnn0an06HX6xk5ciTTpk2z\nUosFQRAEoeNcFTKWXRHKA9/m8tRP+bxwZRgSiYQVe4r5uaCe+5P8CXQTCSGC5Vk9CNy8eTP9+/dn\n6tSpbN68mc2bN3PHHXecc4yDgwNPP/00Tk5O6HQ6nnrqKQYNGkSfPn2s1GpBEARB6LgbE3w4XNLI\nu4fKSS9vwlUhIy2vlok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bzca0adNYuXLldfWvo6ODzMxM3N3dWbVqFcANx71TxpKUlBSn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\nIYQQLuhfe8JFWuTFx3UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8590f7f780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m2.plot_components(forecast2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the final model using holidays and applying some bayesian sampling to handle the errors with the holidays.\n",
    "This will take a couple of minutes to run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "m3 = Prophet(holidays=articles, mcmc_samples=500).fit(df)\n",
    "future3 = m3.make_future_dataframe(periods=90)\n",
    "forecast3 = m3.predict(future3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert the log values back to the \"real world\" values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>Sessions_lower</th>\n",
       "      <th>Sessions</th>\n",
       "      <th>Sessions_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>2017-03-06</td>\n",
       "      <td>7.846788</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>2558.0</td>\n",
       "      <td>4578.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>2017-03-07</td>\n",
       "      <td>8.087021</td>\n",
       "      <td>1822.0</td>\n",
       "      <td>3252.0</td>\n",
       "      <td>5831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>2017-03-08</td>\n",
       "      <td>7.584845</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>3403.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>2017-03-09</td>\n",
       "      <td>7.560417</td>\n",
       "      <td>1079.0</td>\n",
       "      <td>1921.0</td>\n",
       "      <td>3497.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>2017-03-10</td>\n",
       "      <td>7.422831</td>\n",
       "      <td>943.0</td>\n",
       "      <td>1674.0</td>\n",
       "      <td>2808.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>2017-03-11</td>\n",
       "      <td>6.795996</td>\n",
       "      <td>538.0</td>\n",
       "      <td>894.0</td>\n",
       "      <td>1566.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>2017-03-12</td>\n",
       "      <td>6.635982</td>\n",
       "      <td>435.0</td>\n",
       "      <td>762.0</td>\n",
       "      <td>1320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>2017-03-13</td>\n",
       "      <td>7.246892</td>\n",
       "      <td>811.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>2303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>2017-03-14</td>\n",
       "      <td>7.146214</td>\n",
       "      <td>745.0</td>\n",
       "      <td>1269.0</td>\n",
       "      <td>2176.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>2017-03-15</td>\n",
       "      <td>7.107122</td>\n",
       "      <td>726.0</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>2237.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>2017-03-16</td>\n",
       "      <td>7.109091</td>\n",
       "      <td>673.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>2082.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>2017-03-17</td>\n",
       "      <td>6.937251</td>\n",
       "      <td>569.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>1839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>2017-03-18</td>\n",
       "      <td>6.431930</td>\n",
       "      <td>356.0</td>\n",
       "      <td>621.0</td>\n",
       "      <td>1054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>2017-03-19</td>\n",
       "      <td>6.582660</td>\n",
       "      <td>400.0</td>\n",
       "      <td>722.0</td>\n",
       "      <td>1310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>2017-03-20</td>\n",
       "      <td>7.193989</td>\n",
       "      <td>770.0</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>2338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>2017-03-21</td>\n",
       "      <td>7.093497</td>\n",
       "      <td>682.0</td>\n",
       "      <td>1204.0</td>\n",
       "      <td>2158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>2017-03-22</td>\n",
       "      <td>7.054459</td>\n",
       "      <td>629.0</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>1979.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>2017-03-23</td>\n",
       "      <td>7.056471</td>\n",
       "      <td>639.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>2001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>6.884807</td>\n",
       "      <td>555.0</td>\n",
       "      <td>977.0</td>\n",
       "      <td>1661.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>2017-03-25</td>\n",
       "      <td>6.379954</td>\n",
       "      <td>334.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>1031.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>2017-03-26</td>\n",
       "      <td>6.531608</td>\n",
       "      <td>394.0</td>\n",
       "      <td>687.0</td>\n",
       "      <td>1226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>2017-03-27</td>\n",
       "      <td>7.144480</td>\n",
       "      <td>704.0</td>\n",
       "      <td>1267.0</td>\n",
       "      <td>2220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>2017-03-28</td>\n",
       "      <td>7.046306</td>\n",
       "      <td>640.0</td>\n",
       "      <td>1149.0</td>\n",
       "      <td>2077.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>2017-03-29</td>\n",
       "      <td>7.010502</td>\n",
       "      <td>625.0</td>\n",
       "      <td>1108.0</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>2017-03-30</td>\n",
       "      <td>7.016783</td>\n",
       "      <td>637.0</td>\n",
       "      <td>1115.0</td>\n",
       "      <td>1967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>2017-03-31</td>\n",
       "      <td>6.850514</td>\n",
       "      <td>509.0</td>\n",
       "      <td>944.0</td>\n",
       "      <td>1653.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds      yhat  Sessions_lower  Sessions  Sessions_upper\n",
       "892 2017-03-06  7.846788          1387.0    2558.0          4578.0\n",
       "893 2017-03-07  8.087021          1822.0    3252.0          5831.0\n",
       "894 2017-03-08  7.584845          1138.0    1968.0          3403.0\n",
       "895 2017-03-09  7.560417          1079.0    1921.0          3497.0\n",
       "896 2017-03-10  7.422831           943.0    1674.0          2808.0\n",
       "897 2017-03-11  6.795996           538.0     894.0          1566.0\n",
       "898 2017-03-12  6.635982           435.0     762.0          1320.0\n",
       "899 2017-03-13  7.246892           811.0    1404.0          2303.0\n",
       "900 2017-03-14  7.146214           745.0    1269.0          2176.0\n",
       "901 2017-03-15  7.107122           726.0    1221.0          2237.0\n",
       "902 2017-03-16  7.109091           673.0    1223.0          2082.0\n",
       "903 2017-03-17  6.937251           569.0    1030.0          1839.0\n",
       "904 2017-03-18  6.431930           356.0     621.0          1054.0\n",
       "905 2017-03-19  6.582660           400.0     722.0          1310.0\n",
       "906 2017-03-20  7.193989           770.0    1331.0          2338.0\n",
       "907 2017-03-21  7.093497           682.0    1204.0          2158.0\n",
       "908 2017-03-22  7.054459           629.0    1158.0          1979.0\n",
       "909 2017-03-23  7.056471           639.0    1160.0          2001.0\n",
       "910 2017-03-24  6.884807           555.0     977.0          1661.0\n",
       "911 2017-03-25  6.379954           334.0     590.0          1031.0\n",
       "912 2017-03-26  6.531608           394.0     687.0          1226.0\n",
       "913 2017-03-27  7.144480           704.0    1267.0          2220.0\n",
       "914 2017-03-28  7.046306           640.0    1149.0          2077.0\n",
       "915 2017-03-29  7.010502           625.0    1108.0          1984.0\n",
       "916 2017-03-30  7.016783           637.0    1115.0          1967.0\n",
       "917 2017-03-31  6.850514           509.0     944.0          1653.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast3[\"Sessions\"] = np.exp(forecast3.yhat).round()\n",
    "forecast3[\"Sessions_lower\"] = np.exp(forecast3.yhat_lower).round()\n",
    "forecast3[\"Sessions_upper\"] = np.exp(forecast3.yhat_upper).round()\n",
    "forecast3[(forecast3.ds > \"3-5-2017\") & \n",
    "          (forecast3.ds < \"4-1-2017\")][[\"ds\", \"yhat\", \"Sessions_lower\", \"Sessions\", \"Sessions_upper\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "forecast3.to_excel(\"March-2017-forecast.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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